Pandas Profiling Report

Dataset statistics

Number of variables	62
Number of observations	10939
Missing cells	189525
Missing cells (%)	27.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.0 MiB
Average record size in memory	289.3 B

Variable types

CAT	35
NUM	13
DATE	7
BOOL	7

Warnings

`event_date` has constant value "10939"	Constant
`user_pseudo_id` has a high cardinality: 336 distinct values	High cardinality
`device.mobile_model_name` has a high cardinality: 70 distinct values	High cardinality
`device.mobile_os_hardware_model` has a high cardinality: 89 distinct values	High cardinality
`geo.region` has a high cardinality: 70 distinct values	High cardinality
`geo.city` has a high cardinality: 155 distinct values	High cardinality
`device.vendor_id` has a high cardinality: 281 distinct values	High cardinality
`item_subcategory` has a high cardinality: 196 distinct values	High cardinality
`item_name` has a high cardinality: 480 distinct values	High cardinality
`item_id` has a high cardinality: 494 distinct values	High cardinality
`search_term` has a high cardinality: 543 distinct values	High cardinality
`ga_session_id` is highly correlated with `ga_session_id.value`	High correlation
`ga_session_id.value` is highly correlated with `ga_session_id`	High correlation
`ga_session_number` is highly correlated with `ga_session_number.value`	High correlation
`ga_session_number.value` is highly correlated with `ga_session_number`	High correlation
`firebase_previous_id` is highly correlated with `firebase_screen_id`	High correlation
`firebase_screen_id` is highly correlated with `firebase_previous_id`	High correlation
`device.mobile_brand_name` has 242 (2.2%) missing values	Missing
`device.mobile_model_name` has 242 (2.2%) missing values	Missing
`geo.region` has 288 (2.6%) missing values	Missing
`geo.city` has 186 (1.7%) missing values	Missing
`device.vendor_id` has 1013 (9.3%) missing values	Missing
`engaged_session_event` has 294 (2.7%) missing values	Missing
`session_engaged` has 10487 (95.9%) missing values	Missing
`firebase_screen_id` has 453 (4.1%) missing values	Missing
`firebase_screen_class` has 453 (4.1%) missing values	Missing
`engagement_time_msec` has 6232 (57.0%) missing values	Missing
`entrances` has 10466 (95.7%) missing values	Missing
`freeride` has 10727 (98.1%) missing values	Missing
`firebase_previous_id` has 7310 (66.8%) missing values	Missing
`firebase_previous_class` has 7310 (66.8%) missing values	Missing
`item_subcategory` has 10035 (91.7%) missing values	Missing
`recommended` has 9965 (91.1%) missing values	Missing
`item_category` has 9988 (91.3%) missing values	Missing
`item_name` has 9965 (91.1%) missing values	Missing
`item_number` has 9965 (91.1%) missing values	Missing
`item_id` has 9965 (91.1%) missing values	Missing
`debug_event` has 10697 (97.8%) missing values	Missing
`previous_os_version` has 10882 (99.5%) missing values	Missing
`search_term` has 10137 (92.7%) missing values	Missing
`search_book` has 10137 (92.7%) missing values	Missing
`search_type` has 10137 (92.7%) missing values	Missing
`search_subcategory` has 10880 (99.5%) missing values	Missing
`search_category` has 10880 (99.5%) missing values	Missing
`event_server_timestamp_offset` is highly skewed (γ1 = 21.54516149)	Skewed
`ga_session_id.value` is highly skewed (γ1 = -90.20279982)	Skewed
`ga_session_id` is highly skewed (γ1 = -90.20279982)	Skewed
`index1` has unique values	Unique
`device.time_zone_offset_seconds` has 708 (6.5%) zeros	Zeros

Reproduction

Analysis started	2021-04-09 23:42:51.039643
Analysis finished	2021-04-09 23:44:19.136083
Duration	1 minute and 28.1 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

event_date
Date

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	85.6 KiB

Minimum	1970-01-01 00:00:20.201107
Maximum	1970-01-01 00:00:20.201107

Histogram

Histogram with fixed size bins (bins=1)

event_timestamp
Date

Distinct	10922
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	85.6 KiB

Minimum	2020-11-07 07:01:29.326000
Maximum	2020-11-08 06:59:31.517004

Histogram

Histogram with fixed size bins (bins=50)

event_name
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.2 KiB

user_engagement	4497
screen_view	4070
view_item	974
search	802
session_start	522
Other values (5)	74

Value	Count	Frequency (%)
user_engagement	4497	41.1%
screen_view	4070	37.2%
view_item	974	8.9%
search	802	7.3%
session_start	522	4.8%
os_update	57	0.5%
first_open	10	0.1%
firebase_campaign	3	< 0.1%
app_update	2	< 0.1%
app_remove	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	11
Mean length	12.18511747
Min length	6

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	33549	25.2%
n	13599	10.2%
s	11527	8.6%
_	10137	7.6%
r	9906	7.4%
g	8997	6.7%
t	6584	4.9%
i	6556	4.9%
a	5893	4.4%
m	5476	4.1%
v	5046	3.8%
w	5044	3.8%
c	4875	3.7%
u	4556	3.4%
h	802	0.6%
o	591	0.4%
p	80	0.1%
d	59	< 0.1%
f	13	< 0.1%
b	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	123156	92.4%
Connector Punctuation	10137	7.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	33549	27.2%
n	13599	11.0%
s	11527	9.4%
r	9906	8.0%
g	8997	7.3%
t	6584	5.3%
i	6556	5.3%
a	5893	4.8%
m	5476	4.4%
v	5046	4.1%
w	5044	4.1%
c	4875	4.0%
u	4556	3.7%
h	802	0.7%
o	591	0.5%
p	80	0.1%
d	59	< 0.1%
f	13	< 0.1%
b	3	< 0.1%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	10137	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	123156	92.4%
Common	10137	7.6%

Most frequent Latin characters

Value	Count	Frequency (%)
e	33549	27.2%
n	13599	11.0%
s	11527	9.4%
r	9906	8.0%
g	8997	7.3%
t	6584	5.3%
i	6556	5.3%
a	5893	4.8%
m	5476	4.4%
v	5046	4.1%
w	5044	4.1%
c	4875	4.0%
u	4556	3.7%
h	802	0.7%
o	591	0.5%
p	80	0.1%
d	59	< 0.1%
f	13	< 0.1%
b	3	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
_	10137	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	133293	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	33549	25.2%
n	13599	10.2%
s	11527	8.6%
_	10137	7.6%
r	9906	7.4%
g	8997	6.7%
t	6584	4.9%
i	6556	4.9%
a	5893	4.4%
m	5476	4.1%
v	5046	3.8%
w	5044	3.8%
c	4875	3.7%
u	4556	3.4%
h	802	0.6%
o	591	0.4%
p	80	0.1%
d	59	< 0.1%
f	13	< 0.1%
b	3	< 0.1%

event_previous_timestamp
Date

Distinct	10839
Distinct (%)	99.8%
Missing	81
Missing (%)	0.7%
Memory size	85.6 KiB

Minimum	2019-10-08 03:42:20.722001
Maximum	2020-11-08 06:56:41.406004

Histogram

Histogram with fixed size bins (bins=50)

event_bundle_sequence_id
Real number (ℝ_≥0)

Distinct	1429
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1029.78892
Minimum	1
Maximum	6949
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	205
median	583
Q3	1292
95-th percentile	3490.1
Maximum	6949
Range	6948
Interquartile range (IQR)	1087

Descriptive statistics

Standard deviation	1271.314172
Coefficient of variation (CV)	1.2345386
Kurtosis	5.974772455
Mean	1029.78892
Median Absolute Deviation (MAD)	463
Skewness	2.261145022
Sum	11264861
Variance	1616239.724
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
594	255	2.3%
3004	180	1.6%
120	168	1.5%
595	112	1.0%
822	87	0.8%
1184	85	0.8%
2	81	0.7%
353	71	0.6%
10	71	0.6%
3	71	0.6%
831	71	0.6%
589	70	0.6%
19	68	0.6%
4	63	0.6%
328	62	0.6%
585	62	0.6%
157	58	0.5%
549	53	0.5%
210	50	0.5%
54	50	0.5%
18	49	0.4%
16	49	0.4%
9	48	0.4%
12	48	0.4%
475	47	0.4%
Other values (1404)	8910	81.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	14	0.1%
2	81	0.7%
3	71	0.6%
4	63	0.6%
5	17	0.2%
6	18	0.2%
7	38	0.3%
8	16	0.1%
9	48	0.4%
10	71	0.6%

Value	Count	Frequency (%)
6949	1	< 0.1%
6948	1	< 0.1%
6947	1	< 0.1%
6946	8	0.1%
6945	1	< 0.1%
6944	1	< 0.1%
6943	7	0.1%
6942	1	< 0.1%
6941	1	< 0.1%
6940	1	< 0.1%

event_server_timestamp_offset
Real number (ℝ_≥0)

SKEWED

Distinct	2252
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1344692.168
Minimum	89
Maximum	257000129
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	89
5-th percentile	73322
Q1	144027.5
median	258026
Q3	541230
95-th percentile	2754937
Maximum	257000129
Range	257000040
Interquartile range (IQR)	397202.5

Descriptive statistics

Standard deviation	11256447.62
Coefficient of variation (CV)	8.371021921
Kurtosis	484.2141531
Mean	1344692.168
Median Absolute Deviation (MAD)	135684
Skewness	21.54516149
Sum	1.470958763e+10
Variance	1.267076129e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
724238	247	2.3%
388696	180	1.6%
12805222	156	1.4%
724239	95	0.9%
189630	87	0.8%
7430374	85	0.8%
2496478	71	0.6%
337159	61	0.6%
1570578	59	0.5%
310108	55	0.5%
145226	53	0.5%
523632	51	0.5%
885	50	0.5%
318945	49	0.4%
73322	47	0.4%
156562	46	0.4%
244412	46	0.4%
73097	43	0.4%
2754937	42	0.4%
432121	42	0.4%
226893	41	0.4%
93994	41	0.4%
208813	41	0.4%
153438	40	0.4%
164281	40	0.4%
Other values (2227)	9171	83.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
89	8	0.1%
124	1	< 0.1%
132	1	< 0.1%
143	4	< 0.1%
196	4	< 0.1%
247	18	0.2%
285	4	< 0.1%
305	5	< 0.1%
306	2	< 0.1%
334	1	< 0.1%

Value	Count	Frequency (%)
257000129	3	< 0.1%
257000128	2	< 0.1%
256997162	1	< 0.1%
256997161	14	0.1%
57531125	3	< 0.1%
56168579	2	< 0.1%
40321463	10	0.1%
24230857	1	< 0.1%
20149991	19	0.2%
20149990	1	< 0.1%

user_pseudo_id
Categorical

HIGH CARDINALITY

Distinct	336
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	34.1 KiB

74327012A94B4A0997E880C1E84B0196	386
CA09CBD9DA064BAD8127E474DA810CA4	352
1214D69AD6D7496892C7E20641F912E4	242
EE2F93424ACA4D4DA534EEDEAAFFE385	227
C9CE33BB8BB44275BA44AF8A1E9A49B5	203
Other values (331)	9529

Common Values
Overview

Value	Count	Frequency (%)
74327012A94B4A0997E880C1E84B0196	386	3.5%
CA09CBD9DA064BAD8127E474DA810CA4	352	3.2%
1214D69AD6D7496892C7E20641F912E4	242	2.2%
EE2F93424ACA4D4DA534EEDEAAFFE385	227	2.1%
C9CE33BB8BB44275BA44AF8A1E9A49B5	203	1.9%
35BE2FE232044C37B5957CCE6544CB92	184	1.7%
E6C7B5E7F3534584B3CEB13B3DF7A8BC	184	1.7%
48FC6D6A8B3240D7A23CFCAB3D5AE14E	180	1.6%
D51EC2F12C6E4CCA88686D83FB4931C2	177	1.6%
fb212f55bde12d40c3a153b7e8ebaee5	159	1.5%
6348431B9A0149C1923C994575DE10D2	146	1.3%
2637605B5F5F4654923A17220CA41937	118	1.1%
3C1D9DAC18C94F889E7DC30FB41D2906	117	1.1%
360EA8DFAB9B4140881527097987A4B1	113	1.0%
B3B1345BC574455D9345D3105791E324	112	1.0%
FAC32B2DF5344D00AC0A39C80DD9B2BD	108	1.0%
3D782D13ADD446DCADA3DF097A456AE3	107	1.0%
c3d8031bfcd0730182cfb492f6775f62	101	0.9%
8E536E9645C3431EB2817FBDAB102FBC	101	0.9%
25098FD2C1E34B25AE544A3AC0F76807	100	0.9%
5B00B2D1E79E45A89D6DDB174A7DD22D	95	0.9%
A711AD08E56445EF92AD9BEE977A2F20	95	0.9%
0C9297A6E19440B79E781F7EE0090C91	94	0.9%
229F64457AD441EB8097056318EBA422	92	0.8%
A0C8450ACFFB4E2F9A1ECF717C3D4842	88	0.8%
Other values (311)	7058	64.5%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Overview of Unicode Properties

Unique unicode characters	22
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
4	33423	9.5%
9	23068	6.6%
1	22643	6.5%
A	21671	6.2%
8	21399	6.1%
7	20949	6.0%
3	20696	5.9%
0	20616	5.9%
B	20468	5.8%
2	20433	5.8%
C	20169	5.8%
5	19776	5.6%
E	19733	5.6%
D	19553	5.6%
6	18207	5.2%
F	16724	4.8%
b	2006	0.6%
f	1954	0.6%
c	1894	0.5%
e	1663	0.5%
a	1508	0.4%
d	1495	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	221210	63.2%
Uppercase Letter	118318	33.8%
Lowercase Letter	10520	3.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
b	2006	19.1%
f	1954	18.6%
c	1894	18.0%
e	1663	15.8%
a	1508	14.3%
d	1495	14.2%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	33423	15.1%
9	23068	10.4%
1	22643	10.2%
8	21399	9.7%
7	20949	9.5%
3	20696	9.4%
0	20616	9.3%
2	20433	9.2%
5	19776	8.9%
6	18207	8.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	21671	18.3%
B	20468	17.3%
C	20169	17.0%
E	19733	16.7%
D	19553	16.5%
F	16724	14.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	221210	63.2%
Latin	128838	36.8%

Most frequent Latin characters

Value	Count	Frequency (%)
A	21671	16.8%
B	20468	15.9%
C	20169	15.7%
E	19733	15.3%
D	19553	15.2%
F	16724	13.0%
b	2006	1.6%
f	1954	1.5%
c	1894	1.5%
e	1663	1.3%
a	1508	1.2%
d	1495	1.2%

Most frequent Common characters

Value	Count	Frequency (%)
4	33423	15.1%
9	23068	10.4%
1	22643	10.2%
8	21399	9.7%
7	20949	9.5%
3	20696	9.4%
0	20616	9.3%
2	20433	9.2%
5	19776	8.9%
6	18207	8.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	350048	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
4	33423	9.5%
9	23068	6.6%
1	22643	6.5%
A	21671	6.2%
8	21399	6.1%
7	20949	6.0%
3	20696	5.9%
0	20616	5.9%
B	20468	5.8%
2	20433	5.8%
C	20169	5.8%
5	19776	5.6%
E	19733	5.6%
D	19553	5.6%
6	18207	5.2%
F	16724	4.8%
b	2006	0.6%
f	1954	0.6%
c	1894	0.5%
e	1663	0.5%
a	1508	0.4%
d	1495	0.4%

user_first_touch_timestamp
Date

Distinct	336
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	85.6 KiB

Minimum	2017-11-21 04:03:35.882000
Maximum	2020-11-08 02:48:50.131000

Histogram

Histogram with fixed size bins (bins=50)

stream_id
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	85.6 KiB

1080202923	10124
1440534155	815

Value	Count	Frequency (%)
1080202923	10124	92.5%
1440534155	815	7.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	31187	28.5%
2	30372	27.8%
1	11754	10.7%
3	10939	10.0%
8	10124	9.3%
9	10124	9.3%
4	2445	2.2%
5	2445	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	109390	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	31187	28.5%
2	30372	27.8%
1	11754	10.7%
3	10939	10.0%
8	10124	9.3%
9	10124	9.3%
4	2445	2.2%
5	2445	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	109390	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	31187	28.5%
2	30372	27.8%
1	11754	10.7%
3	10939	10.0%
8	10124	9.3%
9	10124	9.3%
4	2445	2.2%
5	2445	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	109390	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	31187	28.5%
2	30372	27.8%
1	11754	10.7%
3	10939	10.0%
8	10124	9.3%
9	10124	9.3%
4	2445	2.2%
5	2445	2.2%

platform
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

IOS	10124
ANDROID	815

Value	Count	Frequency (%)
IOS	10124	92.5%
ANDROID	815	7.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	3
Mean length	3.298016272
Min length	3

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	36077	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	36077	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	36077	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

device.category
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

mobile	8998
tablet	1941

Value	Count	Frequency (%)
mobile	8998	82.3%
tablet	1941	17.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
b	10939	16.7%
l	10939	16.7%
e	10939	16.7%
m	8998	13.7%
o	8998	13.7%
i	8998	13.7%
t	3882	5.9%
a	1941	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	65634	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
b	10939	16.7%
l	10939	16.7%
e	10939	16.7%
m	8998	13.7%
o	8998	13.7%
i	8998	13.7%
t	3882	5.9%
a	1941	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	65634	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
b	10939	16.7%
l	10939	16.7%
e	10939	16.7%
m	8998	13.7%
o	8998	13.7%
i	8998	13.7%
t	3882	5.9%
a	1941	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65634	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
b	10939	16.7%
l	10939	16.7%
e	10939	16.7%
m	8998	13.7%
o	8998	13.7%
i	8998	13.7%
t	3882	5.9%
a	1941	3.0%

device.mobile_brand_name
Categorical

MISSING

Distinct	11
Distinct (%)	0.1%
Missing	242
Missing (%)	2.2%
Memory size	11.2 KiB

Apple	9882
Samsung	435
OnePlus	174
Google	102
Vivo	32
Other values (6)	72

Common Values
Overview

Value	Count	Frequency (%)
Apple	9882	90.3%
Samsung	435	4.0%
OnePlus	174	1.6%
Google	102	0.9%
Vivo	32	0.3%
Xiaomi	20	0.2%
Motorola	19	0.2%
Huawei	14	0.1%
LG	10	0.1%
OPPO	7	0.1%
Amazon	2	< 0.1%
(Missing)	242	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	5
Mean length	5.07861779
Min length	2

Overview of Unicode Properties

Unique unicode characters	26
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
p	19764	35.6%
l	10177	18.3%
e	10172	18.3%
A	9884	17.8%
n	1095	2.0%
a	732	1.3%
u	623	1.1%
s	609	1.1%
g	537	1.0%
m	457	0.8%
S	435	0.8%
o	315	0.6%
O	188	0.3%
P	188	0.3%
G	112	0.2%
i	86	0.2%
V	32	0.1%
v	32	0.1%
X	20	< 0.1%
M	19	< 0.1%
t	19	< 0.1%
r	19	< 0.1%
H	14	< 0.1%
w	14	< 0.1%
L	10	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44653	80.4%
Uppercase Letter	10902	19.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	9884	90.7%
S	435	4.0%
O	188	1.7%
P	188	1.7%
G	112	1.0%
V	32	0.3%
X	20	0.2%
M	19	0.2%
H	14	0.1%
L	10	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
p	19764	44.3%
l	10177	22.8%
e	10172	22.8%
n	1095	2.5%
a	732	1.6%
u	623	1.4%
s	609	1.4%
g	537	1.2%
m	457	1.0%
o	315	0.7%
i	86	0.2%
v	32	0.1%
t	19	< 0.1%
r	19	< 0.1%
w	14	< 0.1%
z	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	55555	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
p	19764	35.6%
l	10177	18.3%
e	10172	18.3%
A	9884	17.8%
n	1095	2.0%
a	732	1.3%
u	623	1.1%
s	609	1.1%
g	537	1.0%
m	457	0.8%
S	435	0.8%
o	315	0.6%
O	188	0.3%
P	188	0.3%
G	112	0.2%
i	86	0.2%
V	32	0.1%
v	32	0.1%
X	20	< 0.1%
M	19	< 0.1%
t	19	< 0.1%
r	19	< 0.1%
H	14	< 0.1%
w	14	< 0.1%
L	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	55555	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
p	19764	35.6%
l	10177	18.3%
e	10172	18.3%
A	9884	17.8%
n	1095	2.0%
a	732	1.3%
u	623	1.1%
s	609	1.1%
g	537	1.0%
m	457	0.8%
S	435	0.8%
o	315	0.6%
O	188	0.3%
P	188	0.3%
G	112	0.2%
i	86	0.2%
V	32	0.1%
v	32	0.1%
X	20	< 0.1%
M	19	< 0.1%
t	19	< 0.1%
r	19	< 0.1%
H	14	< 0.1%
w	14	< 0.1%
L	10	< 0.1%

device.mobile_model_name
Categorical

HIGH CARDINALITY
MISSING

Distinct	70
Distinct (%)	0.7%
Missing	242
Missing (%)	2.2%
Memory size	13.9 KiB

iPhone	1550
iPhone X	1250
iPad	813
iPhone 8 Plus	797
iPhone XR	757
Other values (65)	5530

Common Values
Overview

Value	Count	Frequency (%)
iPhone	1550	14.2%
iPhone X	1250	11.4%
iPad	813	7.4%
iPhone 8 Plus	797	7.3%
iPhone XR	757	6.9%
iPhone 7	628	5.7%
iPhone 8	533	4.9%
iPhone XS	523	4.8%
iPhone 7 Plus	505	4.6%
iPhone 6s	464	4.2%
iPhone XS Max	419	3.8%
iPad Pro 12.9 2nd gen	295	2.7%
iPad Pro 10.5	254	2.3%
iPad Mini 4	214	2.0%
iPhone 6	208	1.9%
iPhone 6s Plus	206	1.9%
SM-S102DL	159	1.5%
iPad 6th gen	156	1.4%
A6003	101	0.9%
iPhone SE	97	0.9%
Pixel 2	55	0.5%
SM-A105FN	54	0.5%
iPad Air 2	54	0.5%
iPad 5th gen	53	0.5%
iPhone 6 Plus	38	0.3%
Other values (45)	514	4.7%
(Missing)	242	2.2%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	21
Median length	8
Mean length	8.973397934
Min length	3

Overview of Unicode Properties

Unique unicode characters	56
Unique unicode categories	8 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
P	12103	12.3%
	11291	11.5%
i	10557	10.8%
n	9513	9.7%
e	8615	8.8%
o	8586	8.7%
h	8208	8.4%
X	2958	3.0%
a	2582	2.6%
s	2216	2.3%
d	2208	2.2%
l	1664	1.7%
S	1647	1.7%
u	1546	1.6%
8	1341	1.4%
7	1331	1.4%
6	1241	1.3%
M	1131	1.2%
0	1021	1.0%
1	958	1.0%
2	892	0.9%
R	777	0.8%
r	640	0.7%
.	559	0.6%
5	552	0.6%
Other values (31)	4023	4.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	57652	58.7%
Uppercase Letter	19971	20.3%
Space Separator	11291	11.5%
Decimal Number	8222	8.4%
Other Punctuation	559	0.6%
Dash Punctuation	459	0.5%
Open Punctuation	3	< 0.1%
Close Punctuation	3	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
P	12103	60.6%
X	2958	14.8%
S	1647	8.2%
M	1131	5.7%
R	777	3.9%
A	318	1.6%
L	192	1.0%
D	159	0.8%
G	150	0.8%
F	124	0.6%
U	107	0.5%
E	106	0.5%
N	96	0.5%
T	46	0.2%
J	17	0.1%
V	10	0.1%
C	7	< 0.1%
H	7	< 0.1%
Z	7	< 0.1%
K	4	< 0.1%
W	2	< 0.1%
I	2	< 0.1%
B	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
i	10557	18.3%
n	9513	16.5%
e	8615	14.9%
o	8586	14.9%
h	8208	14.2%
a	2582	4.5%
s	2216	3.8%
d	2208	3.8%
l	1664	2.9%
u	1546	2.7%
r	640	1.1%
x	521	0.9%
g	504	0.9%
t	228	0.4%
m	29	0.1%
y	16	< 0.1%
c	10	< 0.1%
p	9	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
8	1341	16.3%
7	1331	16.2%
6	1241	15.1%
0	1021	12.4%
1	958	11.7%
2	892	10.8%
5	552	6.7%
9	467	5.7%
4	230	2.8%
3	189	2.3%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	459	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	11291	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	559	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	3	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	77623	79.1%
Common	20537	20.9%

Most frequent Latin characters

Value	Count	Frequency (%)
P	12103	15.6%
i	10557	13.6%
n	9513	12.3%
e	8615	11.1%
o	8586	11.1%
h	8208	10.6%
X	2958	3.8%
a	2582	3.3%
s	2216	2.9%
d	2208	2.8%
l	1664	2.1%
S	1647	2.1%
u	1546	2.0%
M	1131	1.5%
R	777	1.0%
r	640	0.8%
x	521	0.7%
g	504	0.6%
A	318	0.4%
t	228	0.3%
L	192	0.2%
D	159	0.2%
G	150	0.2%
F	124	0.2%
U	107	0.1%
Other values (16)	369	0.5%

Most frequent Common characters

Value	Count	Frequency (%)
	11291	55.0%
8	1341	6.5%
7	1331	6.5%
6	1241	6.0%
0	1021	5.0%
1	958	4.7%
2	892	4.3%
.	559	2.7%
5	552	2.7%
9	467	2.3%
-	459	2.2%
4	230	1.1%
3	189	0.9%
(	3	< 0.1%
)	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	98160	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
P	12103	12.3%
	11291	11.5%
i	10557	10.8%
n	9513	9.7%
e	8615	8.8%
o	8586	8.7%
h	8208	8.4%
X	2958	3.0%
a	2582	2.6%
s	2216	2.3%
d	2208	2.2%
l	1664	1.7%
S	1647	1.7%
u	1546	1.6%
8	1341	1.4%
7	1331	1.4%
6	1241	1.3%
M	1131	1.2%
0	1021	1.0%
1	958	1.0%
2	892	0.9%
R	777	0.8%
r	640	0.7%
.	559	0.6%
5	552	0.6%
Other values (31)	4023	4.1%

device.mobile_os_hardware_model
Categorical

HIGH CARDINALITY

Distinct	89
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	14.0 KiB

iPhone10,6	813
iPhone11,8	757
iPhone9,3	595
iPhone12,1	535
iPhone11,2	523
Other values (84)	7716

Common Values
Overview

Value	Count	Frequency (%)
iPhone10,6	813	7.4%
iPhone11,8	757	6.9%
iPhone9,3	595	5.4%
iPhone12,1	535	4.9%
iPhone11,2	523	4.8%
iPhone8,1	464	4.2%
iPhone9,4	449	4.1%
iPhone10,2	441	4.0%
iPhone10,3	437	4.0%
iPhone11,6	419	3.8%
iPhone10,5	356	3.3%
iPhone12,3	355	3.2%
iPad11,3	339	3.1%
iPhone10,4	307	2.8%
iPhone12,8	304	2.8%
iPad7,3	254	2.3%
iPad7,11	251	2.3%
x86_64	242	2.2%
iPad8,1	236	2.2%
iPhone10,1	226	2.1%
iPad5,1	214	2.0%
iPhone7,2	208	1.9%
iPhone8,2	206	1.9%
iPad11,1	200	1.8%
iPhone12,5	169	1.5%
Other values (64)	1639	15.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	13
Median length	10
Mean length	9.203126428
Min length	5

Overview of Unicode Properties

Unique unicode characters	53
Unique unicode categories	9 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	11692	11.6%
P	10146	10.1%
i	10036	10.0%
,	9882	9.8%
e	8120	8.1%
o	8059	8.0%
h	7989	7.9%
n	7989	7.9%
0	3355	3.3%
2	3143	3.1%
3	2496	2.5%
8	2333	2.3%
6	1962	1.9%
a	1921	1.9%
d	1913	1.9%
9	1303	1.3%
5	1203	1.2%
4	1181	1.2%
7	1139	1.1%
S	756	0.8%
M	481	0.5%
-	459	0.5%
x	344	0.3%
L	340	0.3%
	334	0.3%
Other values (28)	2097	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	46626	46.3%
Decimal Number	29807	29.6%
Uppercase Letter	13317	13.2%
Other Punctuation	9882	9.8%
Dash Punctuation	459	0.5%
Space Separator	334	0.3%
Connector Punctuation	242	0.2%
Open Punctuation	3	< 0.1%
Close Punctuation	3	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
P	10146	76.2%
S	756	5.7%
M	481	3.6%
L	340	2.6%
U	256	1.9%
N	244	1.8%
A	237	1.8%
D	159	1.2%
G	150	1.1%
O	148	1.1%
E	148	1.1%
F	121	0.9%
T	46	0.3%
R	20	0.2%
J	17	0.1%
X	9	0.1%
C	7	0.1%
H	7	0.1%
V	7	0.1%
Z	7	0.1%
W	5	< 0.1%
K	4	< 0.1%
I	2	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
i	10036	21.5%
e	8120	17.4%
o	8059	17.3%
h	7989	17.1%
n	7989	17.1%
a	1921	4.1%
d	1913	4.1%
x	344	0.7%
l	118	0.3%
v	64	0.1%
m	29	0.1%
t	19	< 0.1%
y	16	< 0.1%
p	9	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	11692	39.2%
0	3355	11.3%
2	3143	10.5%
3	2496	8.4%
8	2333	7.8%
6	1962	6.6%
9	1303	4.4%
5	1203	4.0%
4	1181	4.0%
7	1139	3.8%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	242	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	459	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	334	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	9882	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	3	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	59943	59.5%
Common	40730	40.5%

Most frequent Latin characters

Value	Count	Frequency (%)
P	10146	16.9%
i	10036	16.7%
e	8120	13.5%
o	8059	13.4%
h	7989	13.3%
n	7989	13.3%
a	1921	3.2%
d	1913	3.2%
S	756	1.3%
M	481	0.8%
x	344	0.6%
L	340	0.6%
U	256	0.4%
N	244	0.4%
A	237	0.4%
D	159	0.3%
G	150	0.3%
O	148	0.2%
E	148	0.2%
F	121	0.2%
l	118	0.2%
v	64	0.1%
T	46	0.1%
m	29	< 0.1%
R	20	< 0.1%
Other values (12)	109	0.2%

Most frequent Common characters

Value	Count	Frequency (%)
1	11692	28.7%
,	9882	24.3%
0	3355	8.2%
2	3143	7.7%
3	2496	6.1%
8	2333	5.7%
6	1962	4.8%
9	1303	3.2%
5	1203	3.0%
4	1181	2.9%
7	1139	2.8%
-	459	1.1%
	334	0.8%
_	242	0.6%
(	3	< 0.1%
)	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100673	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	11692	11.6%
P	10146	10.1%
i	10036	10.0%
,	9882	9.8%
e	8120	8.1%
o	8059	8.0%
h	7989	7.9%
n	7989	7.9%
0	3355	3.3%
2	3143	3.1%
3	2496	2.5%
8	2333	2.3%
6	1962	1.9%
a	1921	1.9%
d	1913	1.9%
9	1303	1.3%
5	1203	1.2%
4	1181	1.2%
7	1139	1.1%
S	756	0.8%
M	481	0.5%
-	459	0.5%
x	344	0.3%
L	340	0.3%
	334	0.3%
Other values (28)	2097	2.1%

device.operating_system
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

IOS	10124
ANDROID	815

Value	Count	Frequency (%)
IOS	10124	92.5%
ANDROID	815	7.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	3
Mean length	3.298016272
Min length	3

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	36077	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	36077	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	36077	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
O	10939	30.3%
I	10939	30.3%
S	10124	28.1%
D	1630	4.5%
A	815	2.3%
N	815	2.3%
R	815	2.3%

device.operating_system_version
Categorical

Distinct	36
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	12.3 KiB

14.1	4202
14.0.1	1234
13.6.1	1146
13.7	952
14.2	681
Other values (31)	2724

Common Values
Overview

Value	Count	Frequency (%)
14.1	4202	38.4%
14.0.1	1234	11.3%
13.6.1	1146	10.5%
13.7	952	8.7%
14.2	681	6.2%
10	473	4.3%
13.5.1	278	2.5%
13.4.1	244	2.2%
13.6	236	2.2%
9	198	1.8%
11.4.1	184	1.7%
12.4.8	148	1.4%
14.0	133	1.2%
13.3.1	119	1.1%
12.3	108	1.0%
12.4.1	108	1.0%
12.4.7	95	0.9%
11	87	0.8%
13.1.1	54	0.5%
12.3.1	34	0.3%
13.3	29	0.3%
12.4.6	27	0.2%
11.4	24	0.2%
6.0.1	20	0.2%
13.4	19	0.2%
Other values (11)	106	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.526099278
Min length	1

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	18698	37.8%
.	13944	28.2%
4	7135	14.4%
3	3406	6.9%
0	1936	3.9%
6	1429	2.9%
2	1249	2.5%
7	1061	2.1%
5	278	0.6%
9	204	0.4%
8	171	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35567	71.8%
Other Punctuation	13944	28.2%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	18698	52.6%
4	7135	20.1%
3	3406	9.6%
0	1936	5.4%
6	1429	4.0%
2	1249	3.5%
7	1061	3.0%
5	278	0.8%
9	204	0.6%
8	171	0.5%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	13944	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49511	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	18698	37.8%
.	13944	28.2%
4	7135	14.4%
3	3406	6.9%
0	1936	3.9%
6	1429	2.9%
2	1249	2.5%
7	1061	2.1%
5	278	0.6%
9	204	0.4%
8	171	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49511	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	18698	37.8%
.	13944	28.2%
4	7135	14.4%
3	3406	6.9%
0	1936	3.9%
6	1429	2.9%
2	1249	2.5%
7	1061	2.1%
5	278	0.6%
9	204	0.4%
8	171	0.3%

device.language
Categorical

Distinct	37
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	12.3 KiB

en-us	5907
en-ph	1842
en-gb	397
en-id	386
en-au	317
Other values (32)	2090

Common Values
Overview

Value	Count	Frequency (%)
en-us	5907	54.0%
en-ph	1842	16.8%
en-gb	397	3.6%
en-id	386	3.5%
en-au	317	2.9%
en-ca	294	2.7%
en	277	2.5%
en-th	244	2.2%
de-us	198	1.8%
en-vn	185	1.7%
en-sg	134	1.2%
en-de	117	1.1%
en-nl	80	0.7%
en-jp	75	0.7%
en-my	66	0.6%
en-sa	59	0.5%
zh-hant-hk	57	0.5%
en-es	56	0.5%
en-bz	54	0.5%
zh-hant-tw	30	0.3%
en-ie	24	0.2%
en-za	18	0.2%
en-hk	16	0.1%
zh-hans-ph	15	0.1%
en-ru	14	0.1%
Other values (12)	77	0.7%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	10
Median length	5
Mean length	4.973397934
Min length	2

Overview of Unicode Properties

Unique unicode characters	24
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	10996	20.2%
n	10960	20.1%
-	10770	19.8%
u	6470	11.9%
s	6427	11.8%
h	2416	4.4%
p	1932	3.6%
a	796	1.5%
d	709	1.3%
g	531	1.0%
b	451	0.8%
i	411	0.8%
t	382	0.7%
c	300	0.6%
v	188	0.3%
z	180	0.3%
k	81	0.1%
l	80	0.1%
j	75	0.1%
m	66	0.1%
y	66	0.1%
r	56	0.1%
w	39	0.1%
f	22	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	43634	80.2%
Dash Punctuation	10770	19.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	10996	25.2%
n	10960	25.1%
u	6470	14.8%
s	6427	14.7%
h	2416	5.5%
p	1932	4.4%
a	796	1.8%
d	709	1.6%
g	531	1.2%
b	451	1.0%
i	411	0.9%
t	382	0.9%
c	300	0.7%
v	188	0.4%
z	180	0.4%
k	81	0.2%
l	80	0.2%
j	75	0.2%
m	66	0.2%
y	66	0.2%
r	56	0.1%
w	39	0.1%
f	22	0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	10770	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43634	80.2%
Common	10770	19.8%

Most frequent Latin characters

Value	Count	Frequency (%)
e	10996	25.2%
n	10960	25.1%
u	6470	14.8%
s	6427	14.7%
h	2416	5.5%
p	1932	4.4%
a	796	1.8%
d	709	1.6%
g	531	1.2%
b	451	1.0%
i	411	0.9%
t	382	0.9%
c	300	0.7%
v	188	0.4%
z	180	0.4%
k	81	0.2%
l	80	0.2%
j	75	0.2%
m	66	0.2%
y	66	0.2%
r	56	0.1%
w	39	0.1%
f	22	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
-	10770	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54404	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	10996	20.2%
n	10960	20.1%
-	10770	19.8%
u	6470	11.9%
s	6427	11.8%
h	2416	4.4%
p	1932	3.6%
a	796	1.5%
d	709	1.3%
g	531	1.0%
b	451	0.8%
i	411	0.8%
t	382	0.7%
c	300	0.6%
v	188	0.3%
z	180	0.3%
k	81	0.1%
l	80	0.1%
j	75	0.1%
m	66	0.1%
y	66	0.1%
r	56	0.1%
w	39	0.1%
f	22	< 0.1%

device.is_limited_ad_tracking
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

Yes	6275
No	4664

Common Values
Chart

Value	Count	Frequency (%)
Yes	6275	57.4%
No	4664	42.6%

device.time_zone_offset_seconds
Real number (ℝ)

ZEROS

Distinct	18
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2562.519426
Minimum	-36000
Maximum	46800
Zeros	708
Zeros (%)	6.5%
Memory size	85.6 KiB

Quantile statistics

Minimum	-36000
5-th percentile	-28800
Q1	-21600
median	-18000
Q3	28800
95-th percentile	28800
Maximum	46800
Range	82800
Interquartile range (IQR)	50400

Descriptive statistics

Standard deviation	24835.0281
Coefficient of variation (CV)	-9.691644812
Kurtosis	-1.629358592
Mean	-2562.519426
Median Absolute Deviation (MAD)	10800
Skewness	0.384075817
Sum	-28031400
Variance	616778620.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
28800	2527	23.1%
-28800	2119	19.4%
-21600	1774	16.2%
-18000	1605	14.7%
25200	877	8.0%
0	708	6.5%
-25200	574	5.2%
32400	241	2.2%
36000	122	1.1%
3600	113	1.0%
10800	76	0.7%
39600	72	0.7%
46800	65	0.6%
14400	35	0.3%
7200	20	0.2%
-36000	7	0.1%
18000	3	< 0.1%
19800	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-36000	7	0.1%
-28800	2119	19.4%
-25200	574	5.2%
-21600	1774	16.2%
-18000	1605	14.7%
0	708	6.5%
3600	113	1.0%
7200	20	0.2%
10800	76	0.7%
14400	35	0.3%

Value	Count	Frequency (%)
46800	65	0.6%
39600	72	0.7%
36000	122	1.1%
32400	241	2.2%
28800	2527	23.1%
25200	877	8.0%
19800	1	< 0.1%
18000	3	< 0.1%
14400	35	0.3%
10800	76	0.7%

geo.continent
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.0 KiB

Americas	6079
Asia	3701
Europe	838
Oceania	259
Africa	62

Value	Count	Frequency (%)
Americas	6079	55.6%
Asia	3701	33.8%
Europe	838	7.7%
Oceania	259	2.4%
Africa	62	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	6.458451412
Min length	4

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	10360	14.7%
i	10101	14.3%
A	9842	13.9%
s	9780	13.8%
e	7176	10.2%
r	6979	9.9%
c	6400	9.1%
m	6079	8.6%
E	838	1.2%
u	838	1.2%
o	838	1.2%
p	838	1.2%
O	259	0.4%
n	259	0.4%
f	62	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	59710	84.5%
Uppercase Letter	10939	15.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	9842	90.0%
E	838	7.7%
O	259	2.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	10360	17.4%
i	10101	16.9%
s	9780	16.4%
e	7176	12.0%
r	6979	11.7%
c	6400	10.7%
m	6079	10.2%
u	838	1.4%
o	838	1.4%
p	838	1.4%
n	259	0.4%
f	62	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	70649	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	10360	14.7%
i	10101	14.3%
A	9842	13.9%
s	9780	13.8%
e	7176	10.2%
r	6979	9.9%
c	6400	9.1%
m	6079	8.6%
E	838	1.2%
u	838	1.2%
o	838	1.2%
p	838	1.2%
O	259	0.4%
n	259	0.4%
f	62	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70649	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	10360	14.7%
i	10101	14.3%
A	9842	13.9%
s	9780	13.8%
e	7176	10.2%
r	6979	9.9%
c	6400	9.1%
m	6079	8.6%
E	838	1.2%
u	838	1.2%
o	838	1.2%
p	838	1.2%
O	259	0.4%
n	259	0.4%
f	62	0.1%

geo.country
Categorical

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.3 KiB

United States	5487
Philippines	2126
United Kingdom	687
Canada	538
Thailand	452
Other values (22)	1649

Common Values
Overview

Value	Count	Frequency (%)
United States	5487	50.2%
Philippines	2126	19.4%
United Kingdom	687	6.3%
Canada	538	4.9%
Thailand	452	4.1%
Indonesia	386	3.5%
South Korea	241	2.2%
Australia	166	1.5%
Singapore	134	1.2%
Germany	95	0.9%
Hong Kong	87	0.8%
Malaysia	76	0.7%
New Zealand	65	0.6%
Ethiopia	62	0.6%
Vietnam	61	0.6%
Belize	54	0.5%
Taiwan	53	0.5%
Oman	35	0.3%
China	29	0.3%
Guam	28	0.3%
Ireland	21	0.2%
Israel	20	0.2%
Russia	17	0.2%
Denmark	8	0.1%
Croatia	7	0.1%
Other values (2)	4	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	14
Median length	13
Mean length	11.44839565
Min length	4

Overview of Unicode Properties

Unique unicode characters	39
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
t	17685	14.1%
e	14997	12.0%
i	14799	11.8%
n	11428	9.1%
a	9953	7.9%
d	8327	6.6%
s	8295	6.6%
	6567	5.2%
U	6174	4.9%
S	5865	4.7%
p	4448	3.6%
l	2980	2.4%
h	2910	2.3%
P	2126	1.7%
o	1932	1.5%
K	1015	0.8%
g	995	0.8%
m	914	0.7%
r	692	0.6%
C	574	0.5%
T	505	0.4%
u	452	0.4%
I	428	0.3%
y	171	0.1%
A	166	0.1%
Other values (14)	836	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101161	80.8%
Uppercase Letter	17506	14.0%
Space Separator	6567	5.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
U	6174	35.3%
S	5865	33.5%
P	2126	12.1%
K	1015	5.8%
C	574	3.3%
T	505	2.9%
I	428	2.4%
A	166	0.9%
G	123	0.7%
H	87	0.5%
M	76	0.4%
N	65	0.4%
Z	65	0.4%
E	62	0.4%
V	61	0.3%
B	54	0.3%
O	35	0.2%
R	17	0.1%
D	8	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
t	17685	17.5%
e	14997	14.8%
i	14799	14.6%
n	11428	11.3%
a	9953	9.8%
d	8327	8.2%
s	8295	8.2%
p	4448	4.4%
l	2980	2.9%
h	2910	2.9%
o	1932	1.9%
g	995	1.0%
m	914	0.9%
r	692	0.7%
u	452	0.4%
y	171	0.2%
w	121	0.1%
z	54	0.1%
k	8	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	6567	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	118667	94.8%
Common	6567	5.2%

Most frequent Latin characters

Value	Count	Frequency (%)
t	17685	14.9%
e	14997	12.6%
i	14799	12.5%
n	11428	9.6%
a	9953	8.4%
d	8327	7.0%
s	8295	7.0%
U	6174	5.2%
S	5865	4.9%
p	4448	3.7%
l	2980	2.5%
h	2910	2.5%
P	2126	1.8%
o	1932	1.6%
K	1015	0.9%
g	995	0.8%
m	914	0.8%
r	692	0.6%
C	574	0.5%
T	505	0.4%
u	452	0.4%
I	428	0.4%
y	171	0.1%
A	166	0.1%
G	123	0.1%
Other values (13)	713	0.6%

Most frequent Common characters

Value	Count	Frequency (%)
	6567	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125234	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
t	17685	14.1%
e	14997	12.0%
i	14799	11.8%
n	11428	9.1%
a	9953	7.9%
d	8327	6.6%
s	8295	6.6%
	6567	5.2%
U	6174	4.9%
S	5865	4.7%
p	4448	3.6%
l	2980	2.4%
h	2910	2.3%
P	2126	1.7%
o	1932	1.5%
K	1015	0.8%
g	995	0.8%
m	914	0.7%
r	692	0.6%
C	574	0.5%
T	505	0.4%
u	452	0.4%
I	428	0.3%
y	171	0.1%
A	166	0.1%
Other values (14)	836	0.7%

geo.region
Categorical

HIGH CARDINALITY
MISSING

Distinct	70
Distinct (%)	0.7%
Missing	288
Missing (%)	2.6%
Memory size	13.9 KiB

California	1806
Texas	1105
Metro Manila	882
England	687
Central Visayas	465
Other values (65)	5706

Common Values
Overview

Value	Count	Frequency (%)
California	1806	16.5%
Texas	1105	10.1%
Metro Manila	882	8.1%
England	687	6.3%
Central Visayas	465	4.3%
Bangkok	444	4.1%
Jakarta	386	3.5%
Massachusetts	382	3.5%
New York	358	3.3%
Florida	328	3.0%
Davao Region	293	2.7%
Arizona	291	2.7%
Illinois	258	2.4%
Pennsylvania	257	2.3%
Gyeonggi-do	227	2.1%
Alberta	221	2.0%
Central Luzon	220	2.0%
Calabarzon	167	1.5%
Virginia	149	1.4%
Ontario	144	1.3%
British Columbia	129	1.2%
Washington	125	1.1%
Hessen	95	0.9%
Queensland	94	0.9%
Maryland	75	0.7%
Other values (45)	1063	9.7%
(Missing)	288	2.6%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	33
Median length	10
Mean length	9.320870281
Min length	3

Overview of Unicode Properties

Unique unicode characters	51
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	15826	15.5%
n	9514	9.3%
i	8992	8.8%
o	7301	7.2%
l	6289	6.2%
r	6203	6.1%
e	5694	5.6%
s	5036	4.9%
t	4007	3.9%
	3237	3.2%
C	3039	3.0%
M	2382	2.3%
g	2344	2.3%
f	1857	1.8%
k	1770	1.7%
d	1692	1.7%
y	1260	1.2%
u	1233	1.2%
T	1221	1.2%
x	1105	1.1%
h	1009	1.0%
b	723	0.7%
E	687	0.7%
z	678	0.7%
A	676	0.7%
Other values (26)	8186	8.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	84646	83.0%
Uppercase Letter	13844	13.6%
Space Separator	3237	3.2%
Dash Punctuation	234	0.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	3039	22.0%
M	2382	17.2%
T	1221	8.8%
E	687	5.0%
A	676	4.9%
V	615	4.4%
B	573	4.1%
N	506	3.7%
J	401	2.9%
R	385	2.8%
I	382	2.8%
D	372	2.7%
F	371	2.7%
Y	358	2.6%
G	277	2.0%
L	272	2.0%
P	271	2.0%
O	268	1.9%
W	263	1.9%
H	163	1.2%
S	146	1.1%
Q	138	1.0%
K	58	0.4%
Z	20	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	15826	18.7%
n	9514	11.2%
i	8992	10.6%
o	7301	8.6%
l	6289	7.4%
r	6203	7.3%
e	5694	6.7%
s	5036	5.9%
t	4007	4.7%
g	2344	2.8%
f	1857	2.2%
k	1770	2.1%
d	1692	2.0%
y	1260	1.5%
u	1233	1.5%
x	1105	1.3%
h	1009	1.2%
b	723	0.9%
z	678	0.8%
v	651	0.8%
c	621	0.7%
w	480	0.6%
m	250	0.3%
p	96	0.1%
j	15	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3237	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	234	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	98490	96.6%
Common	3471	3.4%

Most frequent Latin characters

Value	Count	Frequency (%)
a	15826	16.1%
n	9514	9.7%
i	8992	9.1%
o	7301	7.4%
l	6289	6.4%
r	6203	6.3%
e	5694	5.8%
s	5036	5.1%
t	4007	4.1%
C	3039	3.1%
M	2382	2.4%
g	2344	2.4%
f	1857	1.9%
k	1770	1.8%
d	1692	1.7%
y	1260	1.3%
u	1233	1.3%
T	1221	1.2%
x	1105	1.1%
h	1009	1.0%
b	723	0.7%
E	687	0.7%
z	678	0.7%
A	676	0.7%
v	651	0.7%
Other values (24)	7301	7.4%

Most frequent Common characters

Value	Count	Frequency (%)
	3237	93.3%
-	234	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	101961	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	15826	15.5%
n	9514	9.3%
i	8992	8.8%
o	7301	7.2%
l	6289	6.2%
r	6203	6.1%
e	5694	5.6%
s	5036	4.9%
t	4007	3.9%
	3237	3.2%
C	3039	3.0%
M	2382	2.3%
g	2344	2.3%
f	1857	1.8%
k	1770	1.7%
d	1692	1.7%
y	1260	1.2%
u	1233	1.2%
T	1221	1.2%
x	1105	1.1%
h	1009	1.0%
b	723	0.7%
E	687	0.7%
z	678	0.7%
A	676	0.7%
Other values (26)	8186	8.0%

geo.city
Categorical

HIGH CARDINALITY
MISSING

Distinct	155
Distinct (%)	1.4%
Missing	186
Missing (%)	1.7%
Memory size	27.7 KiB

Makati	614
Cebu City	465
Bangkok	444
Los Angeles	438
Jakarta	386
Other values (150)	8406

Common Values
Overview

Value	Count	Frequency (%)
Makati	614	5.6%
Cebu City	465	4.3%
Bangkok	444	4.1%
Los Angeles	438	4.0%
Jakarta	386	3.5%
Chelmsford	361	3.3%
Manchester	326	3.0%
Davao City	279	2.6%
Tempe	278	2.5%
Palm Harbor	257	2.3%
New York	241	2.2%
Anaheim	233	2.1%
Boston	231	2.1%
Houston	231	2.1%
Seongnam-si	227	2.1%
(not set)	226	2.1%
Georgetown	203	1.9%
Calgary	200	1.8%
Denton	196	1.8%
Riverside	167	1.5%
Austin	162	1.5%
Washington	159	1.5%
Cambridge	151	1.4%
Hamilton	135	1.2%
Singapore	134	1.2%
Other values (130)	4009	36.6%
(Missing)	186	1.7%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	25
Median length	8
Mean length	8.363927233
Min length	3

Overview of Unicode Properties

Unique unicode characters	54
Unique unicode categories	6 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	10129	11.1%
e	7437	8.1%
n	7396	8.1%
o	6224	6.8%
i	6003	6.6%
t	5564	6.1%
s	4187	4.6%
r	4159	4.5%
l	3434	3.8%
	3214	3.5%
g	2794	3.1%
C	2683	2.9%
k	2282	2.5%
h	2047	2.2%
m	1880	2.1%
u	1728	1.9%
d	1726	1.9%
y	1551	1.7%
A	1326	1.4%
b	1318	1.4%
M	1134	1.2%
c	1066	1.2%
B	1048	1.1%
S	1032	1.1%
v	1026	1.1%
Other values (29)	9105	10.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	74031	80.9%
Uppercase Letter	13549	14.8%
Space Separator	3214	3.5%
Dash Punctuation	247	0.3%
Open Punctuation	226	0.2%
Close Punctuation	226	0.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	2683	19.8%
A	1326	9.8%
M	1134	8.4%
B	1048	7.7%
S	1032	7.6%
H	924	6.8%
D	767	5.7%
P	646	4.8%
L	636	4.7%
T	515	3.8%
J	430	3.2%
N	377	2.8%
R	373	2.8%
W	275	2.0%
Y	269	2.0%
G	203	1.5%
V	177	1.3%
O	157	1.2%
E	124	0.9%
U	111	0.8%
Q	98	0.7%
I	90	0.7%
F	69	0.5%
K	65	0.5%
Z	20	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	10129	13.7%
e	7437	10.0%
n	7396	10.0%
o	6224	8.4%
i	6003	8.1%
t	5564	7.5%
s	4187	5.7%
r	4159	5.6%
l	3434	4.6%
g	2794	3.8%
k	2282	3.1%
h	2047	2.8%
m	1880	2.5%
u	1728	2.3%
d	1726	2.3%
y	1551	2.1%
b	1318	1.8%
c	1066	1.4%
v	1026	1.4%
p	880	1.2%
w	502	0.7%
f	445	0.6%
z	170	0.2%
q	55	0.1%
x	28	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3214	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	247	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	226	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	226	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	87580	95.7%
Common	3913	4.3%

Most frequent Latin characters

Value	Count	Frequency (%)
a	10129	11.6%
e	7437	8.5%
n	7396	8.4%
o	6224	7.1%
i	6003	6.9%
t	5564	6.4%
s	4187	4.8%
r	4159	4.7%
l	3434	3.9%
g	2794	3.2%
C	2683	3.1%
k	2282	2.6%
h	2047	2.3%
m	1880	2.1%
u	1728	2.0%
d	1726	2.0%
y	1551	1.8%
A	1326	1.5%
b	1318	1.5%
M	1134	1.3%
c	1066	1.2%
B	1048	1.2%
S	1032	1.2%
v	1026	1.2%
H	924	1.1%
Other values (25)	7482	8.5%

Most frequent Common characters

Value	Count	Frequency (%)
	3214	82.1%
-	247	6.3%
(	226	5.8%
)	226	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91493	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	10129	11.1%
e	7437	8.1%
n	7396	8.1%
o	6224	6.8%
i	6003	6.6%
t	5564	6.1%
s	4187	4.6%
r	4159	4.5%
l	3434	3.8%
	3214	3.5%
g	2794	3.1%
C	2683	2.9%
k	2282	2.5%
h	2047	2.2%
m	1880	2.1%
u	1728	1.9%
d	1726	1.9%
y	1551	1.7%
A	1326	1.4%
b	1318	1.4%
M	1134	1.2%
c	1066	1.2%
B	1048	1.1%
S	1032	1.1%
v	1026	1.1%
Other values (29)	9105	10.0%

geo.sub_continent
Categorical

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Northern America	6025
Southeast Asia	3235
Northern Europe	719
Eastern Asia	410
Australasia	231
Other values (8)	319

Common Values
Overview

Value	Count	Frequency (%)
Northern America	6025	55.1%
Southeast Asia	3235	29.6%
Northern Europe	719	6.6%
Eastern Asia	410	3.7%
Australasia	231	2.1%
Western Europe	95	0.9%
Eastern Africa	62	0.6%
Western Asia	55	0.5%
Central America	54	0.5%
Micronesian Region	28	0.3%
Eastern Europe	17	0.2%
Southern Europe	7	0.1%
Southern Asia	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	18
Median length	16
Mean length	15.03464668
Min length	11

Overview of Unicode Properties

Unique unicode characters	25
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
r	21427	13.0%
e	17803	10.8%
a	14341	8.7%
t	14146	8.6%
o	10881	6.6%
	10708	6.5%
i	10157	6.2%
A	10073	6.1%
h	9987	6.1%
s	8065	4.9%
n	7529	4.6%
N	6744	4.1%
c	6169	3.8%
m	6079	3.7%
u	4312	2.6%
S	3243	2.0%
E	1327	0.8%
p	838	0.5%
l	285	0.2%
W	150	0.1%
f	62	< 0.1%
C	54	< 0.1%
M	28	< 0.1%
R	28	< 0.1%
g	28	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	132109	80.3%
Uppercase Letter	21647	13.2%
Space Separator	10708	6.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	10073	46.5%
N	6744	31.2%
S	3243	15.0%
E	1327	6.1%
W	150	0.7%
C	54	0.2%
M	28	0.1%
R	28	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	21427	16.2%
e	17803	13.5%
a	14341	10.9%
t	14146	10.7%
o	10881	8.2%
i	10157	7.7%
h	9987	7.6%
s	8065	6.1%
n	7529	5.7%
c	6169	4.7%
m	6079	4.6%
u	4312	3.3%
p	838	0.6%
l	285	0.2%
f	62	< 0.1%
g	28	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	10708	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	153756	93.5%
Common	10708	6.5%

Most frequent Latin characters

Value	Count	Frequency (%)
r	21427	13.9%
e	17803	11.6%
a	14341	9.3%
t	14146	9.2%
o	10881	7.1%
i	10157	6.6%
A	10073	6.6%
h	9987	6.5%
s	8065	5.2%
n	7529	4.9%
N	6744	4.4%
c	6169	4.0%
m	6079	4.0%
u	4312	2.8%
S	3243	2.1%
E	1327	0.9%
p	838	0.5%
l	285	0.2%
W	150	0.1%
f	62	< 0.1%
C	54	< 0.1%
M	28	< 0.1%
R	28	< 0.1%
g	28	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	10708	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	164464	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
r	21427	13.0%
e	17803	10.8%
a	14341	8.7%
t	14146	8.6%
o	10881	6.6%
	10708	6.5%
i	10157	6.2%
A	10073	6.1%
h	9987	6.1%
s	8065	4.9%
n	7529	4.6%
N	6744	4.1%
c	6169	3.8%
m	6079	3.7%
u	4312	2.6%
S	3243	2.0%
E	1327	0.8%
p	838	0.5%
l	285	0.2%
W	150	0.1%
f	62	< 0.1%
C	54	< 0.1%
M	28	< 0.1%
R	28	< 0.1%
g	28	< 0.1%

app_info.version
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.2 KiB

1.5.7	9800
1.1.7	795
1.5.3	161
1.5.6	104
1.5.5	29
Other values (4)	50

Value	Count	Frequency (%)
1.5.7	9800	89.6%
1.1.7	795	7.3%
1.5.3	161	1.5%
1.5.6	104	1.0%
1.5.5	29	0.3%
1.5.2	27	0.2%
1.1.3	13	0.1%
1.1.6.1	7	0.1%
1.3.2	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	5
Mean length	5.001279824
Min length	5

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	21885	40.0%
1	11761	21.5%
7	10595	19.4%
5	10150	18.6%
3	177	0.3%
6	111	0.2%
2	30	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32824	60.0%
Other Punctuation	21885	40.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	11761	35.8%
7	10595	32.3%
5	10150	30.9%
3	177	0.5%
6	111	0.3%
2	30	0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	21885	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	54709	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	21885	40.0%
1	11761	21.5%
7	10595	19.4%
5	10150	18.6%
3	177	0.3%
6	111	0.2%
2	30	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54709	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	21885	40.0%
1	11761	21.5%
7	10595	19.4%
5	10150	18.6%
3	177	0.3%
6	111	0.2%
2	30	0.1%

app_info.install_source
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.0 KiB

iTunes	9882
com.android.vending	814
manual_install	242
com.sec.android.easyMover	1

Value	Count	Frequency (%)
iTunes	9882	90.3%
com.android.vending	814	7.4%
manual_install	242	2.2%
com.sec.android.easyMover	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	25
Median length	6
Mean length	7.146082823
Min length	6

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	12809	16.4%
i	11753	15.0%
e	10699	13.7%
s	10126	13.0%
u	10124	13.0%
T	9882	12.6%
d	2444	3.1%
o	1631	2.1%
.	1631	2.1%
a	1542	2.0%
m	1057	1.4%
c	816	1.0%
r	816	1.0%
v	815	1.0%
g	814	1.0%
l	726	0.9%
_	242	0.3%
t	242	0.3%
y	1	< 0.1%
M	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	66415	85.0%
Uppercase Letter	9883	12.6%
Other Punctuation	1631	2.1%
Connector Punctuation	242	0.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	12809	19.3%
i	11753	17.7%
e	10699	16.1%
s	10126	15.2%
u	10124	15.2%
d	2444	3.7%
o	1631	2.5%
a	1542	2.3%
m	1057	1.6%
c	816	1.2%
r	816	1.2%
v	815	1.2%
g	814	1.2%
l	726	1.1%
t	242	0.4%
y	1	< 0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	1631	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	242	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	9882	> 99.9%
M	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	76298	97.6%
Common	1873	2.4%

Most frequent Latin characters

Value	Count	Frequency (%)
n	12809	16.8%
i	11753	15.4%
e	10699	14.0%
s	10126	13.3%
u	10124	13.3%
T	9882	13.0%
d	2444	3.2%
o	1631	2.1%
a	1542	2.0%
m	1057	1.4%
c	816	1.1%
r	816	1.1%
v	815	1.1%
g	814	1.1%
l	726	1.0%
t	242	0.3%
y	1	< 0.1%
M	1	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
.	1631	87.1%
_	242	12.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	78171	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	12809	16.4%
i	11753	15.0%
e	10699	13.7%
s	10126	13.0%
u	10124	13.0%
T	9882	12.6%
d	2444	3.1%
o	1631	2.1%
.	1631	2.1%
a	1542	2.0%
m	1057	1.4%
c	816	1.0%
r	816	1.0%
v	815	1.0%
g	814	1.0%
l	726	0.9%
_	242	0.3%
t	242	0.3%
y	1	< 0.1%
M	1	< 0.1%

traffic_source.medium
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

(none)	10261
organic	678

Value	Count	Frequency (%)
(none)	10261	93.8%
organic	678	6.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	6
Mean length	6.061980071
Min length	6

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	21200	32.0%
o	10939	16.5%
(	10261	15.5%
e	10261	15.5%
)	10261	15.5%
r	678	1.0%
g	678	1.0%
a	678	1.0%
i	678	1.0%
c	678	1.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	45790	69.1%
Open Punctuation	10261	15.5%
Close Punctuation	10261	15.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	21200	46.3%
o	10939	23.9%
e	10261	22.4%
r	678	1.5%
g	678	1.5%
a	678	1.5%
i	678	1.5%
c	678	1.5%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	10261	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	10261	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	45790	69.1%
Common	20522	30.9%

Most frequent Latin characters

Value	Count	Frequency (%)
n	21200	46.3%
o	10939	23.9%
e	10261	22.4%
r	678	1.5%
g	678	1.5%
a	678	1.5%
i	678	1.5%
c	678	1.5%

Most frequent Common characters

Value	Count	Frequency (%)
(	10261	50.0%
)	10261	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66312	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	21200	32.0%
o	10939	16.5%
(	10261	15.5%
e	10261	15.5%
)	10261	15.5%
r	678	1.0%
g	678	1.0%
a	678	1.0%
i	678	1.0%
c	678	1.0%

traffic_source.source
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

(direct)	10261
google-play	678

Value	Count	Frequency (%)
(direct)	10261	93.8%
google-play	678	6.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	8
Mean length	8.185940214
Min length	8

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	10939	12.2%
(	10261	11.5%
d	10261	11.5%
i	10261	11.5%
r	10261	11.5%
c	10261	11.5%
t	10261	11.5%
)	10261	11.5%
g	1356	1.5%
o	1356	1.5%
l	1356	1.5%
-	678	0.8%
p	678	0.8%
a	678	0.8%
y	678	0.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68346	76.3%
Open Punctuation	10261	11.5%
Close Punctuation	10261	11.5%
Dash Punctuation	678	0.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	10939	16.0%
d	10261	15.0%
i	10261	15.0%
r	10261	15.0%
c	10261	15.0%
t	10261	15.0%
g	1356	2.0%
o	1356	2.0%
l	1356	2.0%
p	678	1.0%
a	678	1.0%
y	678	1.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	678	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	10261	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	10261	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	68346	76.3%
Common	21200	23.7%

Most frequent Latin characters

Value	Count	Frequency (%)
e	10939	16.0%
d	10261	15.0%
i	10261	15.0%
r	10261	15.0%
c	10261	15.0%
t	10261	15.0%
g	1356	2.0%
o	1356	2.0%
l	1356	2.0%
p	678	1.0%
a	678	1.0%
y	678	1.0%

Most frequent Common characters

Value	Count	Frequency (%)
(	10261	48.4%
)	10261	48.4%
-	678	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89546	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	10939	12.2%
(	10261	11.5%
d	10261	11.5%
i	10261	11.5%
r	10261	11.5%
c	10261	11.5%
t	10261	11.5%
)	10261	11.5%
g	1356	1.5%
o	1356	1.5%
l	1356	1.5%
-	678	0.8%
p	678	0.8%
a	678	0.8%
y	678	0.8%

device.vendor_id
Categorical

HIGH CARDINALITY
MISSING

Distinct	281
Distinct (%)	2.8%
Missing	1013
Missing (%)	9.3%
Memory size	33.7 KiB

518F9ACB-2EF9-4D04-95D0-F8E2934B6C56	386
F40E12DE-09EC-4681-8C2B-0DB7615DD294	352
7F55BF8C-408E-4824-B656-57382B20F178	242
61DD3D7D-184E-498C-B0DB-49EEEAEE76DF	227
42F41601-976E-4501-BF55-122C6405A9F0	203
Other values (276)	8516

Common Values
Overview

Value	Count	Frequency (%)
518F9ACB-2EF9-4D04-95D0-F8E2934B6C56	386	3.5%
F40E12DE-09EC-4681-8C2B-0DB7615DD294	352	3.2%
7F55BF8C-408E-4824-B656-57382B20F178	242	2.2%
61DD3D7D-184E-498C-B0DB-49EEEAEE76DF	227	2.1%
42F41601-976E-4501-BF55-122C6405A9F0	203	1.9%
D4651C75-887D-4630-B6F0-D7D3216F36EB	184	1.7%
D8D31736-2EF9-44B8-998D-5A809AFF0B61	180	1.6%
01BF88A6-8D2D-4815-A06A-616609FB423F	177	1.6%
0F176C9A-4912-441B-BE3D-586E2A4FECF6	146	1.3%
EC530B33-BDE3-4D14-99E7-7F3131E5F954	118	1.1%
9FD44287-A5EA-46A4-8BA9-FA115FB0EB2C	117	1.1%
1C3CEE92-C2A3-463D-BA8B-54C4E586C578	113	1.0%
6643DCB4-9CCC-4CDC-ACD3-8AC36FA964B0	112	1.0%
40FF0037-16C6-4F02-AD7E-4B158522CB4A	108	1.0%
683EF452-BF98-4733-8E6C-A240346DB45E	107	1.0%
94356B07-04BB-40E7-87C9-BCCE1BDBF249	101	0.9%
0A8E3008-0EA3-4996-A598-D5AD2D3B3615	100	0.9%
6766C70D-4394-4448-8AC6-15DE5FFE0993	95	0.9%
C7648C61-3B13-49BE-A050-9F42E11F8F18	95	0.9%
DAB2BC4E-084C-4C0F-98E5-C7C0086C7E80	94	0.9%
8B52B9DE-CC36-4A31-B7FD-CE052B20AE16	92	0.8%
61709D69-8F40-4CC3-920C-5B7C1BFC007D	88	0.8%
9AABA4F9-8A67-4B7C-BFE2-654B9D99CEEC	88	0.8%
3626C313-C44B-4CD0-86CE-7B729817A599	86	0.8%
BF15A722-B163-4A52-9F9E-2A04E75DBCEF	84	0.8%
Other values (256)	6231	57.0%
(Missing)	1013	9.3%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	36
Median length	36
Mean length	32.94405339
Min length	3

Overview of Unicode Properties

Unique unicode characters	19
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
-	39704	11.0%
4	28788	8.0%
B	21210	5.9%
9	21060	5.8%
8	20791	5.8%
6	20648	5.7%
F	20013	5.6%
0	19483	5.4%
D	19208	5.3%
C	19055	5.3%
5	19001	5.3%
E	18663	5.2%
1	18619	5.2%
A	18548	5.1%
2	18378	5.1%
3	17241	4.8%
7	16926	4.7%
n	2026	0.6%
a	1013	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	200935	55.8%
Uppercase Letter	116697	32.4%
Dash Punctuation	39704	11.0%
Lowercase Letter	3039	0.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	2026	66.7%
a	1013	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	28788	14.3%
9	21060	10.5%
8	20791	10.3%
6	20648	10.3%
0	19483	9.7%
5	19001	9.5%
1	18619	9.3%
2	18378	9.1%
3	17241	8.6%
7	16926	8.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
B	21210	18.2%
F	20013	17.1%
D	19208	16.5%
C	19055	16.3%
E	18663	16.0%
A	18548	15.9%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	39704	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	240639	66.8%
Latin	119736	33.2%

Most frequent Latin characters

Value	Count	Frequency (%)
B	21210	17.7%
F	20013	16.7%
D	19208	16.0%
C	19055	15.9%
E	18663	15.6%
A	18548	15.5%
n	2026	1.7%
a	1013	0.8%

Most frequent Common characters

Value	Count	Frequency (%)
-	39704	16.5%
4	28788	12.0%
9	21060	8.8%
8	20791	8.6%
6	20648	8.6%
0	19483	8.1%
5	19001	7.9%
1	18619	7.7%
2	18378	7.6%
3	17241	7.2%
7	16926	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	360375	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
-	39704	11.0%
4	28788	8.0%
B	21210	5.9%
9	21060	5.8%
8	20791	5.8%
6	20648	5.7%
F	20013	5.6%
0	19483	5.4%
D	19208	5.3%
C	19055	5.3%
5	19001	5.3%
E	18663	5.2%
1	18619	5.2%
A	18548	5.1%
2	18378	5.1%
3	17241	4.8%
7	16926	4.7%
n	2026	0.6%
a	1013	0.3%

index1
Real number (ℝ_≥0)

UNIQUE

Distinct	10939
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5469
Minimum	0
Maximum	10938
Zeros	1
Zeros (%)	< 0.1%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	546.9
Q1	2734.5
median	5469
Q3	8203.5
95-th percentile	10391.1
Maximum	10938
Range	10938
Interquartile range (IQR)	5469

Descriptive statistics

Standard deviation	3157.961632
Coefficient of variation (CV)	0.5774294444
Kurtosis	-1.2
Mean	5469
Median Absolute Deviation (MAD)	2735
Skewness	0
Sum	59825391
Variance	9972721.667
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
1314	1	< 0.1%
5424	1	< 0.1%
9518	1	< 0.1%
3371	1	< 0.1%
1322	1	< 0.1%
7465	1	< 0.1%
5416	1	< 0.1%
9510	1	< 0.1%
3363	1	< 0.1%
7457	1	< 0.1%
7441	1	< 0.1%
5408	1	< 0.1%
9502	1	< 0.1%
3355	1	< 0.1%
1306	1	< 0.1%
7449	1	< 0.1%
5400	1	< 0.1%
9494	1	< 0.1%
3347	1	< 0.1%
7473	1	< 0.1%
1330	1	< 0.1%
3379	1	< 0.1%
9526	1	< 0.1%
7505	1	< 0.1%
Other values (10914)	10914	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
10938	1	< 0.1%
10937	1	< 0.1%
10936	1	< 0.1%
10935	1	< 0.1%
10934	1	< 0.1%
10933	1	< 0.1%
10932	1	< 0.1%
10931	1	< 0.1%
10930	1	< 0.1%
10929	1	< 0.1%

first_open_time.value
Real number (ℝ_≥0)

Distinct	324
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.576737656e+12
Minimum	1.5112404e+12
Maximum	1.6048044e+12
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1.5112404e+12
5-th percentile	1.539018e+12
Q1	1.5638868e+12
median	1.577268e+12
Q3	1.5946524e+12
95-th percentile	1.6041852e+12
Maximum	1.6048044e+12
Range	9.3564e+10
Interquartile range (IQR)	3.07656e+10

Descriptive statistics

Standard deviation	2.016738049e+10
Coefficient of variation (CV)	0.01279057452
Kurtosis	-0.01284880012
Mean	1.576737656e+12
Median Absolute Deviation (MAD)	1.42884e+10
Skewness	-0.6164188081
Sum	1.724793322e+16
Variance	4.067232358e+20
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5638868e+12	386	3.5%
1.5874416e+12	352	3.2%
1.6041852e+12	242	2.2%
1.5464124e+12	227	2.1%
1.5507144e+12	203	1.9%
1.5671088e+12	184	1.7%
1.5689664e+12	184	1.7%
1.6004124e+12	180	1.6%
1.56204e+12	177	1.6%
1.6016004e+12	159	1.5%
1.5972588e+12	146	1.3%
1.6048044e+12	128	1.2%
1.5678288e+12	118	1.1%
1.56951e+12	117	1.1%
1.588338e+12	113	1.0%
1.5841332e+12	112	1.0%
1.558152e+12	108	1.0%
1.5837444e+12	107	1.0%
1.5765408e+12	101	0.9%
1.571094e+12	101	0.9%
1.5633648e+12	100	0.9%
1.5725448e+12	95	0.9%
1.6044048e+12	95	0.9%
1.584234e+12	94	0.9%
1.5608124e+12	92	0.8%
Other values (299)	7018	64.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.5112404e+12	33	0.3%
1.5131808e+12	9	0.1%
1.5148296e+12	13	0.1%
1.51776e+12	22	0.2%
1.5179112e+12	14	0.1%
1.5181524e+12	71	0.6%
1.5289092e+12	68	0.6%
1.5321564e+12	10	0.1%
1.5322068e+12	44	0.4%
1.5334308e+12	30	0.3%

Value	Count	Frequency (%)
1.6048044e+12	128	1.2%
1.6048008e+12	53	0.5%
1.6047936e+12	6	0.1%
1.6047792e+12	11	0.1%
1.604772e+12	15	0.1%
1.604754e+12	18	0.2%
1.6047432e+12	20	0.2%
1.604718e+12	15	0.1%
1.6044048e+12	95	0.9%
1.6043652e+12	36	0.3%

first_open_time.timestamp
Date

Distinct	337
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	85.6 KiB

Minimum	2017-11-21 04:03:35.882000
Maximum	2020-11-08 02:48:50.131000

Histogram

Histogram with fixed size bins (bins=50)

ga_session_number.value
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	340
Distinct (%)	3.1%
Missing	18
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	271.7818881
Minimum	1
Maximum	1634
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	60
median	144
Q3	420
95-th percentile	856
Maximum	1634
Range	1633
Interquartile range (IQR)	360

Descriptive statistics

Standard deviation	288.6211826
Coefficient of variation (CV)	1.061958855
Kurtosis	2.122154948
Mean	271.7818881
Median Absolute Deviation (MAD)	121
Skewness	1.477615611
Sum	2968130
Variance	83302.18704
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138	398	3.6%
143	342	3.1%
11	309	2.8%
127	227	2.1%
1	208	1.9%
856	197	1.8%
2	176	1.6%
68	174	1.6%
66	167	1.5%
26	161	1.5%
105	128	1.2%
101	125	1.1%
694	124	1.1%
8	119	1.1%
420	118	1.1%
23	115	1.1%
46	114	1.0%
25	114	1.0%
5	100	0.9%
160	96	0.9%
535	95	0.9%
494	95	0.9%
7	86	0.8%
100	85	0.8%
65	84	0.8%
Other values (315)	6964	63.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	208	1.9%
2	176	1.6%
3	28	0.3%
4	10	0.1%
5	100	0.9%
6	41	0.4%
7	86	0.8%
8	119	1.1%
9	16	0.1%
10	32	0.3%

Value	Count	Frequency (%)
1634	32	0.3%
1633	9	0.1%
1421	18	0.2%
1158	38	0.3%
1141	10	0.1%
1123	20	0.2%
1122	68	0.6%
1055	9	0.1%
1054	5	< 0.1%
974	5	< 0.1%

ga_session_number.timestamp
Date

Distinct	522
Distinct (%)	4.8%
Missing	18
Missing (%)	0.2%
Memory size	85.6 KiB

Minimum	2020-08-09 14:20:42.273000
Maximum	2020-11-08 06:56:18.525000

Histogram

Histogram with fixed size bins (bins=50)

ga_session_id.value
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	519
Distinct (%)	4.8%
Missing	18
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	1604778991
Minimum	1596982842
Maximum	1604818577
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1596982842
5-th percentile	1604739154
Q1	1604758627
median	1604786128
Q3	1604800899
95-th percentile	1604809036
Maximum	1604818577
Range	7835735
Interquartile range (IQR)	42272

Descriptive statistics

Standard deviation	78361.9965
Coefficient of variation (CV)	4.883039778e-05
Kurtosis	8973.670615
Mean	1604778991
Median Absolute Deviation (MAD)	18625
Skewness	-90.20279982
Sum	1.752579136e+13
Variance	6140602495
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1604747057	386	3.5%
1604747231	342	3.1%
1604773722	242	2.2%
1604793930	227	2.1%
1604790655	195	1.8%
1604793653	159	1.5%
1604743806	125	1.1%
1604746566	124	1.1%
1604793189	107	1.0%
1604739154	95	0.9%
1604796661	95	0.9%
1604794822	94	0.9%
1604804257	92	0.8%
1604780599	84	0.8%
1604800893	81	0.7%
1604799285	78	0.7%
1604795808	75	0.7%
1604804753	73	0.7%
1604798369	71	0.6%
1604808410	70	0.6%
1604763359	69	0.6%
1604802873	69	0.6%
1604804746	68	0.6%
1604785413	68	0.6%
1604810812	68	0.6%
Other values (494)	7764	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1596982842	1	< 0.1%
1604732489	2	< 0.1%
1604733194	13	0.1%
1604733413	19	0.2%
1604733418	19	0.2%
1604733482	12	0.1%
1604733548	2	< 0.1%
1604733568	42	0.4%
1604734029	4	< 0.1%
1604735193	28	0.3%

Value	Count	Frequency (%)
1604818577	8	0.1%
1604818415	7	0.1%
1604817021	6	0.1%
1604816728	9	0.1%
1604816596	8	0.1%
1604816417	31	0.3%
1604816235	44	0.4%
1604816157	9	0.1%
1604815786	35	0.3%
1604815681	20	0.2%

ga_session_id.timestamp
Date

Distinct	522
Distinct (%)	4.8%
Missing	18
Missing (%)	0.2%
Memory size	85.6 KiB

Minimum	2020-08-09 14:20:42.273000
Maximum	2020-11-08 06:56:17.204000

Histogram

Histogram with fixed size bins (bins=50)

firebase_event_origin_x
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

auto	9163
app	1776

Value	Count	Frequency (%)
auto	9163	83.8%
app	1776	16.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	3.837645123
Min length	3

Overview of Unicode Properties

Unique unicode characters	5
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	41980	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41980	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41980	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

firebase_event_origin_y
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

auto	9163
app	1776

Value	Count	Frequency (%)
auto	9163	83.8%
app	1776	16.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	3.837645123
Min length	3

Overview of Unicode Properties

Unique unicode characters	5
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	41980	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41980	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41980	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	10939	26.1%
u	9163	21.8%
t	9163	21.8%
o	9163	21.8%
p	3552	8.5%

ga_session_id
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	519
Distinct (%)	4.8%
Missing	18
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	1604778991
Minimum	1596982842
Maximum	1604818577
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1596982842
5-th percentile	1604739154
Q1	1604758627
median	1604786128
Q3	1604800899
95-th percentile	1604809036
Maximum	1604818577
Range	7835735
Interquartile range (IQR)	42272

Descriptive statistics

Standard deviation	78361.9965
Coefficient of variation (CV)	4.883039778e-05
Kurtosis	8973.670615
Mean	1604778991
Median Absolute Deviation (MAD)	18625
Skewness	-90.20279982
Sum	1.752579136e+13
Variance	6140602495
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1604747057	386	3.5%
1604747231	342	3.1%
1604773722	242	2.2%
1604793930	227	2.1%
1604790655	195	1.8%
1604793653	159	1.5%
1604743806	125	1.1%
1604746566	124	1.1%
1604793189	107	1.0%
1604739154	95	0.9%
1604796661	95	0.9%
1604794822	94	0.9%
1604804257	92	0.8%
1604780599	84	0.8%
1604800893	81	0.7%
1604799285	78	0.7%
1604795808	75	0.7%
1604804753	73	0.7%
1604798369	71	0.6%
1604808410	70	0.6%
1604763359	69	0.6%
1604802873	69	0.6%
1604804746	68	0.6%
1604785413	68	0.6%
1604810812	68	0.6%
Other values (494)	7764	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1596982842	1	< 0.1%
1604732489	2	< 0.1%
1604733194	13	0.1%
1604733413	19	0.2%
1604733418	19	0.2%
1604733482	12	0.1%
1604733548	2	< 0.1%
1604733568	42	0.4%
1604734029	4	< 0.1%
1604735193	28	0.3%

Value	Count	Frequency (%)
1604818577	8	0.1%
1604818415	7	0.1%
1604817021	6	0.1%
1604816728	9	0.1%
1604816596	8	0.1%
1604816417	31	0.3%
1604816235	44	0.4%
1604816157	9	0.1%
1604815786	35	0.3%
1604815681	20	0.2%

engaged_session_event
Boolean

MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	294
Missing (%)	2.7%
Memory size	85.6 KiB

1	10645
(Missing)	294

Common Values
Chart

Value	Count	Frequency (%)
1	10645	97.3%
(Missing)	294	2.7%

session_engaged
Boolean

MISSING

Distinct	1
Distinct (%)	0.2%
Missing	10487
Missing (%)	95.9%
Memory size	85.6 KiB

1	452
(Missing)	10487

Common Values
Chart

Value	Count	Frequency (%)
1	452	4.1%
(Missing)	10487	95.9%

ga_session_number
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	340
Distinct (%)	3.1%
Missing	18
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	271.7818881
Minimum	1
Maximum	1634
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	60
median	144
Q3	420
95-th percentile	856
Maximum	1634
Range	1633
Interquartile range (IQR)	360

Descriptive statistics

Standard deviation	288.6211826
Coefficient of variation (CV)	1.061958855
Kurtosis	2.122154948
Mean	271.7818881
Median Absolute Deviation (MAD)	121
Skewness	1.477615611
Sum	2968130
Variance	83302.18704
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138	398	3.6%
143	342	3.1%
11	309	2.8%
127	227	2.1%
1	208	1.9%
856	197	1.8%
2	176	1.6%
68	174	1.6%
66	167	1.5%
26	161	1.5%
105	128	1.2%
101	125	1.1%
694	124	1.1%
8	119	1.1%
420	118	1.1%
23	115	1.1%
46	114	1.0%
25	114	1.0%
5	100	0.9%
160	96	0.9%
535	95	0.9%
494	95	0.9%
7	86	0.8%
100	85	0.8%
65	84	0.8%
Other values (315)	6964	63.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	208	1.9%
2	176	1.6%
3	28	0.3%
4	10	0.1%
5	100	0.9%
6	41	0.4%
7	86	0.8%
8	119	1.1%
9	16	0.1%
10	32	0.3%

Value	Count	Frequency (%)
1634	32	0.3%
1633	9	0.1%
1421	18	0.2%
1158	38	0.3%
1141	10	0.1%
1123	20	0.2%
1122	68	0.6%
1055	9	0.1%
1054	5	< 0.1%
974	5	< 0.1%

firebase_screen_id
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	486
Distinct (%)	4.6%
Missing	453
Missing (%)	4.1%
Infinite	0
Infinite (%)	0.0%

Mean	4.368961194e+17
Minimum	-9.135996112e+18
Maximum	9.171393132e+18
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	-9.135996112e+18
5-th percentile	-8.117814687e+18
Q1	-4.120004969e+18
median	4.198573706e+17
Q3	5.78411972e+18
95-th percentile	8.490210533e+18
Maximum	9.171393132e+18
Range	1.830738924e+19
Interquartile range (IQR)	9.90412469e+18

Descriptive statistics

Standard deviation	5.390224719e+18
Coefficient of variation (CV)	12.33754313
Kurtosis	-1.193671058
Mean	4.368961194e+17
Median Absolute Deviation (MAD)	4.712522675e+18
Skewness	-0.02493001422
Sum	4.581292708e+21
Variance	2.905452252e+37
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.644756432e+18	385	3.5%
8.490210533e+18	289	2.6%
6.576742543e+18	194	1.8%
6.287030342e+17	180	1.6%
-2.164389897e+18	134	1.2%
-8.905193006e+18	123	1.1%
-9.045768455e+17	112	1.0%
-8.383647882e+17	99	0.9%
-6.691526507e+18	98	0.9%
7.921229761e+18	97	0.9%
-4.292665304e+18	93	0.9%
7.046984218e+18	83	0.8%
9.068051895e+18	83	0.8%
-5.29380703e+18	82	0.7%
-6.535752208e+18	80	0.7%
7.112106142e+17	77	0.7%
4.340681327e+18	76	0.7%
5.78411972e+18	75	0.7%
4.158304643e+18	71	0.6%
-7.628228153e+18	71	0.6%
-6.728687376e+18	70	0.6%
9.171393132e+18	69	0.6%
7.084446322e+18	68	0.6%
-8.70966911e+18	67	0.6%
3.141928498e+18	67	0.6%
Other values (461)	7643	69.9%
(Missing)	453	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.135996112e+18	2	< 0.1%
-9.126597265e+18	14	0.1%
-8.97335264e+18	9	0.1%
-8.953136172e+18	7	0.1%
-8.941271829e+18	7	0.1%
-8.905193006e+18	123	1.1%
-8.901127173e+18	22	0.2%
-8.860113247e+18	8	0.1%
-8.730696942e+18	14	0.1%
-8.70966911e+18	67	0.6%

Value	Count	Frequency (%)
9.171393132e+18	69	0.6%
9.128259134e+18	18	0.2%
9.096729108e+18	28	0.3%
9.068051895e+18	83	0.8%
9.031297883e+18	3	< 0.1%
9.0037733e+18	15	0.1%
8.924371813e+18	35	0.3%
8.869141346e+18	9	0.1%
8.858243216e+18	7	0.1%
8.847725755e+18	3	< 0.1%

firebase_screen_class
Categorical

MISSING

Distinct	21
Distinct (%)	0.2%
Missing	453
Missing (%)	4.1%
Memory size	11.6 KiB

HymnListViewController	3939
HymnViewController	3886
UIAlertController	570
StyledPreviewController	517
CenterViewController	479
Other values (16)	1095

Common Values
Overview

Value	Count	Frequency (%)
HymnListViewController	3939	36.0%
HymnViewController	3886	35.5%
UIAlertController	570	5.2%
StyledPreviewController	517	4.7%
CenterViewController	479	4.4%
MainActivity	407	3.7%
ViewerActivity	328	3.0%
MDCBottomSheetController	214	2.0%
UIActivityContentViewController	29	0.3%
UpdateViewController	29	0.3%
SongbookAlertController	26	0.2%
SLComposeViewController	17	0.2%
SubmissionsViewController	8	0.1%
OrganizeViewController	7	0.1%
UIActivityViewController	7	0.1%
ContainerViewController	7	0.1%
ReviewViewController	6	0.1%
MeetViewController	4	< 0.1%
SongbookViewController	2	< 0.1%
ComposeViewController	2	< 0.1%
SFAirDropViewController	2	< 0.1%
(Missing)	453	4.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	31
Median length	18
Mean length	18.94259073
Min length	3

Overview of Unicode Properties

Unique unicode characters	37
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	22475	10.8%
r	21440	10.3%
l	20615	9.9%
o	20098	9.7%
n	19483	9.4%
t	17564	8.5%
i	15195	7.3%
C	10499	5.1%
w	9275	4.5%
y	9113	4.4%
V	8752	4.2%
m	8066	3.9%
H	7825	3.8%
s	3982	1.9%
L	3956	1.9%
A	1369	0.7%
v	1294	0.6%
a	903	0.4%
S	786	0.4%
c	771	0.4%
U	635	0.3%
M	625	0.3%
I	606	0.3%
d	546	0.3%
P	517	0.2%
Other values (12)	823	0.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	171198	82.6%
Uppercase Letter	36015	17.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	22475	13.1%
r	21440	12.5%
l	20615	12.0%
o	20098	11.7%
n	19483	11.4%
t	17564	10.3%
i	15195	8.9%
w	9275	5.4%
y	9113	5.3%
m	8066	4.7%
s	3982	2.3%
v	1294	0.8%
a	903	0.5%
c	771	0.5%
d	546	0.3%
h	214	0.1%
p	50	< 0.1%
b	36	< 0.1%
g	35	< 0.1%
k	28	< 0.1%
u	8	< 0.1%
z	7	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	10499	29.2%
V	8752	24.3%
H	7825	21.7%
L	3956	11.0%
A	1369	3.8%
S	786	2.2%
U	635	1.8%
M	625	1.7%
I	606	1.7%
P	517	1.4%
D	216	0.6%
B	214	0.6%
O	7	< 0.1%
R	6	< 0.1%
F	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	207213	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	22475	10.8%
r	21440	10.3%
l	20615	9.9%
o	20098	9.7%
n	19483	9.4%
t	17564	8.5%
i	15195	7.3%
C	10499	5.1%
w	9275	4.5%
y	9113	4.4%
V	8752	4.2%
m	8066	3.9%
H	7825	3.8%
s	3982	1.9%
L	3956	1.9%
A	1369	0.7%
v	1294	0.6%
a	903	0.4%
S	786	0.4%
c	771	0.4%
U	635	0.3%
M	625	0.3%
I	606	0.3%
d	546	0.3%
P	517	0.2%
Other values (12)	823	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	207213	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	22475	10.8%
r	21440	10.3%
l	20615	9.9%
o	20098	9.7%
n	19483	9.4%
t	17564	8.5%
i	15195	7.3%
C	10499	5.1%
w	9275	4.5%
y	9113	4.4%
V	8752	4.2%
m	8066	3.9%
H	7825	3.8%
s	3982	1.9%
L	3956	1.9%
A	1369	0.7%
v	1294	0.6%
a	903	0.4%
S	786	0.4%
c	771	0.4%
U	635	0.3%
M	625	0.3%
I	606	0.3%
d	546	0.3%
P	517	0.2%
Other values (12)	823	0.4%

engagement_time_msec
Real number (ℝ_≥0)

MISSING

Distinct	3905
Distinct (%)	83.0%
Missing	6232
Missing (%)	57.0%
Infinite	0
Infinite (%)	0.0%

Mean	62136.5188
Minimum	0
Maximum	3600067
Zeros	13
Zeros (%)	0.1%
Memory size	85.6 KiB

Quantile statistics

Minimum	0
5-th percentile	403.8
Q1	2002
median	6600
Q3	27263.5
95-th percentile	296219.7
Maximum	3600067
Range	3600067
Interquartile range (IQR)	25261.5

Descriptive statistics

Standard deviation	230043.8897
Coefficient of variation (CV)	3.702233311
Kurtosis	156.6879733
Mean	62136.5188
Median Absolute Deviation (MAD)	5342
Skewness	11.11069229
Sum	292476594
Variance	5.29201912e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	56	0.5%
2	18	0.2%
3	16	0.1%
0	13	0.1%
1659	6	0.1%
1178	5	< 0.1%
1440	5	< 0.1%
2033	5	< 0.1%
1776	5	< 0.1%
4699	4	< 0.1%
1053	4	< 0.1%
1101	4	< 0.1%
1095	4	< 0.1%
4810	4	< 0.1%
4474	4	< 0.1%
1547	4	< 0.1%
1141	4	< 0.1%
1024	4	< 0.1%
1478	4	< 0.1%
1369	4	< 0.1%
1029	3	< 0.1%
1768	3	< 0.1%
2721	3	< 0.1%
1088	3	< 0.1%
4311	3	< 0.1%
Other values (3880)	4519	41.3%
(Missing)	6232	57.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	0.1%
1	56	0.5%
2	18	0.2%
3	16	0.1%
4	2	< 0.1%
5	1	< 0.1%
6	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
3600067	1	< 0.1%
3600066	1	< 0.1%
3600065	2	< 0.1%
3600063	1	< 0.1%
3600062	1	< 0.1%
3600053	2	< 0.1%
3600051	2	< 0.1%
3600048	1	< 0.1%
3600001	1	< 0.1%
3435702	1	< 0.1%

entrances
Boolean

MISSING

Distinct	1
Distinct (%)	0.2%
Missing	10466
Missing (%)	95.7%
Memory size	85.6 KiB

1	473
(Missing)	10466

Common Values
Chart

Value	Count	Frequency (%)
1	473	4.3%
(Missing)	10466	95.7%

freeride
Boolean

MISSING

Distinct	1
Distinct (%)	0.5%
Missing	10727
Missing (%)	98.1%
Memory size	85.6 KiB

1	212
(Missing)	10727

Common Values
Chart

Value	Count	Frequency (%)
1	212	1.9%
(Missing)	10727	98.1%

firebase_previous_id
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	453
Distinct (%)	12.5%
Missing	7310
Missing (%)	66.8%
Infinite	0
Infinite (%)	0.0%

Mean	9.013993022e+17
Minimum	-9.126597265e+18
Maximum	9.171393132e+18
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	-9.126597265e+18
5-th percentile	-7.944074368e+18
Q1	-3.656869028e+18
median	6.287030342e+17
Q3	6.576742543e+18
95-th percentile	8.490210533e+18
Maximum	9.171393132e+18
Range	1.82979904e+19
Interquartile range (IQR)	1.023361157e+19

Descriptive statistics

Standard deviation	5.389722795e+18
Coefficient of variation (CV)	5.97928441
Kurtosis	-1.197618332
Mean	9.013993022e+17
Median Absolute Deviation (MAD)	5.10469052e+18
Skewness	-0.1313118799
Sum	3.271178068e+21
Variance	2.904911181e+37
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.644756432e+18	160	1.5%
8.490210533e+18	152	1.4%
6.576742543e+18	114	1.0%
6.287030342e+17	72	0.7%
-2.164389897e+18	46	0.4%
-8.383647882e+17	45	0.4%
7.921229761e+18	45	0.4%
-9.045768455e+17	38	0.3%
-6.691526507e+18	38	0.3%
5.78411972e+18	35	0.3%
7.046984218e+18	35	0.3%
8.490210533e+18	34	0.3%
-4.292665304e+18	34	0.3%
-6.535752208e+18	33	0.3%
-6.728687376e+18	32	0.3%
4.158304643e+18	31	0.3%
4.539133181e+17	31	0.3%
4.143379054e+18	30	0.3%
7.112106142e+17	29	0.3%
3.350095794e+18	29	0.3%
9.171393132e+18	28	0.3%
3.141928498e+18	28	0.3%
-8.905193006e+18	27	0.2%
-3.656869028e+18	27	0.2%
7.084446322e+18	27	0.2%
Other values (428)	2429	22.2%
(Missing)	7310	66.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.126597265e+18	4	< 0.1%
-8.97335264e+18	3	< 0.1%
-8.953136172e+18	2	< 0.1%
-8.941271829e+18	2	< 0.1%
-8.905193006e+18	27	0.2%
-8.901127173e+18	9	0.1%
-8.860113247e+18	2	< 0.1%
-8.730696942e+18	4	< 0.1%
-8.70966911e+18	20	0.2%
-8.686771845e+18	10	0.1%

Value	Count	Frequency (%)
9.171393132e+18	28	0.3%
9.128259134e+18	4	< 0.1%
9.096729108e+18	9	0.1%
9.068051895e+18	25	0.2%
9.031297883e+18	1	< 0.1%
9.0037733e+18	5	< 0.1%
8.924371813e+18	12	0.1%
8.869141346e+18	4	< 0.1%
8.858243216e+18	1	< 0.1%
8.847725755e+18	1	< 0.1%

firebase_previous_class
Categorical

MISSING

Distinct	21
Distinct (%)	0.6%
Missing	7310
Missing (%)	66.8%
Memory size	11.6 KiB

HymnViewController	1318
HymnListViewController	963
CenterViewController	458
UIAlertController	325
StyledPreviewController	166
Other values (16)	399

Common Values
Overview

Value	Count	Frequency (%)
HymnViewController	1318	12.0%
HymnListViewController	963	8.8%
CenterViewController	458	4.2%
UIAlertController	325	3.0%
StyledPreviewController	166	1.5%
MainActivity	115	1.1%
MDCBottomSheetController	104	1.0%
ViewerActivity	101	0.9%
UIActivityContentViewController	17	0.2%
SongbookAlertController	14	0.1%
UpdateViewController	11	0.1%
SLComposeViewController	8	0.1%
UIActivityViewController	7	0.1%
ContainerViewController	6	0.1%
OrganizeViewController	4	< 0.1%
SubmissionsViewController	4	< 0.1%
ReviewViewController	3	< 0.1%
MeetViewController	2	< 0.1%
SongbookViewController	1	< 0.1%
ComposeViewController	1	< 0.1%
SFAirDropViewController	1	< 0.1%
(Missing)	7310	66.8%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	31
Median length	3
Mean length	8.459822653
Min length	3

Overview of Unicode Properties

Unique unicode characters	37
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20956	22.6%
e	8437	9.1%
r	7902	8.5%
a	7446	8.0%
l	7331	7.9%
o	7125	7.7%
t	6184	6.7%
i	4651	5.0%
C	4007	4.3%
w	3074	3.3%
V	2905	3.1%
y	2687	2.9%
m	2398	2.6%
H	2281	2.5%
s	984	1.1%
L	971	1.0%
A	580	0.6%
v	409	0.4%
U	360	0.4%
I	349	0.4%
S	298	0.3%
c	240	0.3%
M	221	0.2%
d	177	0.2%
P	166	0.2%
Other values (12)	403	0.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	80187	86.6%
Uppercase Letter	12355	13.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20956	26.1%
e	8437	10.5%
r	7902	9.9%
a	7446	9.3%
l	7331	9.1%
o	7125	8.9%
t	6184	7.7%
i	4651	5.8%
w	3074	3.8%
y	2687	3.4%
m	2398	3.0%
s	984	1.2%
v	409	0.5%
c	240	0.3%
d	177	0.2%
h	104	0.1%
p	21	< 0.1%
g	19	< 0.1%
b	19	< 0.1%
k	15	< 0.1%
z	4	< 0.1%
u	4	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	4007	32.4%
V	2905	23.5%
H	2281	18.5%
L	971	7.9%
A	580	4.7%
U	360	2.9%
I	349	2.8%
S	298	2.4%
M	221	1.8%
P	166	1.3%
D	105	0.8%
B	104	0.8%
O	4	< 0.1%
R	3	< 0.1%
F	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	92542	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20956	22.6%
e	8437	9.1%
r	7902	8.5%
a	7446	8.0%
l	7331	7.9%
o	7125	7.7%
t	6184	6.7%
i	4651	5.0%
C	4007	4.3%
w	3074	3.3%
V	2905	3.1%
y	2687	2.9%
m	2398	2.6%
H	2281	2.5%
s	984	1.1%
L	971	1.0%
A	580	0.6%
v	409	0.4%
U	360	0.4%
I	349	0.4%
S	298	0.3%
c	240	0.3%
M	221	0.2%
d	177	0.2%
P	166	0.2%
Other values (12)	403	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	92542	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20956	22.6%
e	8437	9.1%
r	7902	8.5%
a	7446	8.0%
l	7331	7.9%
o	7125	7.7%
t	6184	6.7%
i	4651	5.0%
C	4007	4.3%
w	3074	3.3%
V	2905	3.1%
y	2687	2.9%
m	2398	2.6%
H	2281	2.5%
s	984	1.1%
L	971	1.0%
A	580	0.6%
v	409	0.4%
U	360	0.4%
I	349	0.4%
S	298	0.3%
c	240	0.3%
M	221	0.2%
d	177	0.2%
P	166	0.2%
Other values (12)	403	0.4%

item_subcategory
Categorical

HIGH CARDINALITY
MISSING

Distinct	196
Distinct (%)	21.7%
Missing	10035
Missing (%)	91.7%
Memory size	28.0 KiB

Loving Him	45
Remembrance of Him	43
General	32
His Love	31
His Redemption	25
Other values (191)	728

Common Values
Overview

Value	Count	Frequency (%)
Loving Him	45	0.4%
Remembrance of Him	43	0.4%
General	32	0.3%
His Love	31	0.3%
His Redemption	25	0.2%
His Plan	23	0.2%
As Everything	20	0.2%
As Life	19	0.2%
Constrained by the Lord's Love	18	0.2%
Ministering Christ	17	0.2%
As the Son of Man on the Throne	15	0.1%
His Beauty	15	0.1%
Surrendering All to the Lord	14	0.1%
Satisfaction with Him	14	0.1%
His Exaltation	13	0.1%
Life in Eternity	13	0.1%
For Growth in Christ	12	0.1%
The Lord's Recovery	11	0.1%
Freedom	11	0.1%
Satisfied with Christ	10	0.1%
His Name	10	0.1%
His All-Inclusiveness	10	0.1%
As the Source of Life	10	0.1%
For Fellowship with Christ	9	0.1%
His Incarnation	9	0.1%
Other values (171)	455	4.2%
(Missing)	10035	91.7%

Frequencies of value counts

Unique

Unique	66 ?
Unique (%)	7.3%

Histogram of lengths of the category

Length

Max length	42
Median length	3
Mean length	4.140323613
Min length	3

Overview of Unicode Properties

Unique unicode characters	51
Unique unicode categories	6 ?
Unique unicode scripts	2 ?
Unique unicode blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20989	46.3%
a	10503	23.2%
	1866	4.1%
i	1382	3.1%
e	1354	3.0%
o	976	2.2%
r	939	2.1%
t	877	1.9%
s	866	1.9%
h	613	1.4%
d	396	0.9%
H	387	0.9%
L	346	0.8%
l	325	0.7%
m	308	0.7%
g	275	0.6%
f	259	0.6%
v	222	0.5%
y	216	0.5%
c	194	0.4%
C	179	0.4%
A	175	0.4%
F	142	0.3%
u	139	0.3%
R	134	0.3%
Other values (26)	1229	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	41224	91.0%
Uppercase Letter	2100	4.6%
Space Separator	1866	4.1%
Other Punctuation	79	0.2%
Final Punctuation	12	< 0.1%
Dash Punctuation	10	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20989	50.9%
a	10503	25.5%
i	1382	3.4%
e	1354	3.3%
o	976	2.4%
r	939	2.3%
t	877	2.1%
s	866	2.1%
h	613	1.5%
d	396	1.0%
l	325	0.8%
m	308	0.7%
g	275	0.7%
f	259	0.6%
v	222	0.5%
y	216	0.5%
c	194	0.5%
u	139	0.3%
w	133	0.3%
b	105	0.3%
p	104	0.3%
k	27	0.1%
x	19	< 0.1%
j	3	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
H	387	18.4%
L	346	16.5%
C	179	8.5%
A	175	8.3%
F	142	6.8%
R	134	6.4%
S	133	6.3%
G	89	4.2%
B	80	3.8%
P	73	3.5%
T	64	3.0%
E	63	3.0%
M	56	2.7%
I	44	2.1%
D	31	1.5%
W	31	1.5%
N	27	1.3%
V	20	1.0%
O	17	0.8%
J	4	0.2%
Y	4	0.2%
K	1	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1866	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
'	75	94.9%
,	4	5.1%

Most frequent Final Punctuation characters

Value	Count	Frequency (%)
’	12	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43324	95.7%
Common	1967	4.3%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20989	48.4%
a	10503	24.2%
i	1382	3.2%
e	1354	3.1%
o	976	2.3%
r	939	2.2%
t	877	2.0%
s	866	2.0%
h	613	1.4%
d	396	0.9%
H	387	0.9%
L	346	0.8%
l	325	0.8%
m	308	0.7%
g	275	0.6%
f	259	0.6%
v	222	0.5%
y	216	0.5%
c	194	0.4%
C	179	0.4%
A	175	0.4%
F	142	0.3%
u	139	0.3%
R	134	0.3%
w	133	0.3%
Other values (21)	995	2.3%

Most frequent Common characters

Value	Count	Frequency (%)
	1866	94.9%
'	75	3.8%
’	12	0.6%
-	10	0.5%
,	4	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45279	> 99.9%
Punctuation	12	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20989	46.4%
a	10503	23.2%
	1866	4.1%
i	1382	3.1%
e	1354	3.0%
o	976	2.2%
r	939	2.1%
t	877	1.9%
s	866	1.9%
h	613	1.4%
d	396	0.9%
H	387	0.9%
L	346	0.8%
l	325	0.7%
m	308	0.7%
g	275	0.6%
f	259	0.6%
v	222	0.5%
y	216	0.5%
c	194	0.4%
C	179	0.4%
A	175	0.4%
F	142	0.3%
u	139	0.3%
R	134	0.3%
Other values (25)	1217	2.7%

Most frequent Punctuation characters

Value	Count	Frequency (%)
’	12	100.0%

recommended
Boolean

MISSING

Distinct	2
Distinct (%)	0.2%
Missing	9965
Missing (%)	91.1%
Memory size	85.6 KiB

0	971
1	3
(Missing)	9965

Common Values
Chart

Value	Count	Frequency (%)
0	971	8.9%
1	3	< 0.1%
(Missing)	9965	91.1%

item_category
Categorical

MISSING

Distinct	26
Distinct (%)	2.7%
Missing	9988
Missing (%)	91.3%
Memory size	12.3 KiB

Praise of the Lord	188
Experience of Christ	145
Consecration	82
Worship of the Father	76
Longings	62
Other values (21)	398

Common Values
Overview

Value	Count	Frequency (%)
Praise of the Lord	188	1.7%
Experience of Christ	145	1.3%
Consecration	82	0.7%
Worship of the Father	76	0.7%
Longings	62	0.6%
The Church	51	0.5%
Gospel	50	0.5%
Scriptures for Singing	47	0.4%
Assurance and Joy of Salvation	39	0.4%
Blessing of the Trinity	34	0.3%
Service	30	0.3%
Hope of Glory	22	0.2%
Fulness of the Spirit	20	0.2%
Encouragement	19	0.2%
Ultimate Manifestation	17	0.2%
Comfort in Trials	16	0.1%
Experience of God	9	0.1%
Spiritual Warfare	8	0.1%
Union with Christ	8	0.1%
Study of the Word	7	0.1%
Prayer	7	0.1%
Preaching of the Gospel	4	< 0.1%
The Kingdom	3	< 0.1%
Various Aspects of the Inner Life	3	< 0.1%
The Word of God	2	< 0.1%
(Missing)	9988	91.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	33
Median length	3
Mean length	4.185483134
Min length	3

Overview of Unicode Properties

Unique unicode characters	40
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20836	45.5%
a	10614	23.2%
	1737	3.8%
e	1576	3.4%
o	1364	3.0%
r	1362	3.0%
i	1197	2.6%
t	914	2.0%
s	892	1.9%
h	807	1.8%
f	640	1.4%
c	429	0.9%
p	384	0.8%
C	302	0.7%
g	280	0.6%
d	257	0.6%
L	253	0.6%
l	210	0.5%
P	199	0.4%
S	198	0.4%
u	194	0.4%
E	173	0.4%
x	154	0.3%
y	109	0.2%
T	106	0.2%
Other values (15)	598	1.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	42351	92.5%
Space Separator	1737	3.8%
Uppercase Letter	1697	3.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20836	49.2%
a	10614	25.1%
e	1576	3.7%
o	1364	3.2%
r	1362	3.2%
i	1197	2.8%
t	914	2.2%
s	892	2.1%
h	807	1.9%
f	640	1.5%
c	429	1.0%
p	384	0.9%
g	280	0.7%
d	257	0.6%
l	210	0.5%
u	194	0.5%
x	154	0.4%
y	109	0.3%
v	69	0.2%
m	55	0.1%
w	8	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	302	17.8%
L	253	14.9%
P	199	11.7%
S	198	11.7%
E	173	10.2%
T	106	6.2%
F	96	5.7%
W	93	5.5%
G	87	5.1%
A	42	2.5%
J	39	2.3%
B	34	2.0%
U	25	1.5%
H	22	1.3%
M	19	1.1%
V	3	0.2%
I	3	0.2%
K	3	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1737	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	44048	96.2%
Common	1737	3.8%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20836	47.3%
a	10614	24.1%
e	1576	3.6%
o	1364	3.1%
r	1362	3.1%
i	1197	2.7%
t	914	2.1%
s	892	2.0%
h	807	1.8%
f	640	1.5%
c	429	1.0%
p	384	0.9%
C	302	0.7%
g	280	0.6%
d	257	0.6%
L	253	0.6%
l	210	0.5%
P	199	0.5%
S	198	0.4%
u	194	0.4%
E	173	0.4%
x	154	0.3%
y	109	0.2%
T	106	0.2%
F	96	0.2%
Other values (14)	502	1.1%

Most frequent Common characters

Value	Count	Frequency (%)
	1737	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45785	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20836	45.5%
a	10614	23.2%
	1737	3.8%
e	1576	3.4%
o	1364	3.0%
r	1362	3.0%
i	1197	2.6%
t	914	2.0%
s	892	1.9%
h	807	1.8%
f	640	1.4%
c	429	0.9%
p	384	0.8%
C	302	0.7%
g	280	0.6%
d	257	0.6%
L	253	0.6%
l	210	0.5%
P	199	0.4%
S	198	0.4%
u	194	0.4%
E	173	0.4%
x	154	0.3%
y	109	0.2%
T	106	0.2%
Other values (15)	598	1.3%

item_name
Categorical

HIGH CARDINALITY
MISSING

Distinct	480
Distinct (%)	49.3%
Missing	9965
Missing (%)	91.1%
Memory size	45.2 KiB

Glory be to God the Father	23
Christ to minister is service	17
Lord, thank You for a new day	14
River of living water	13
O God, Thou art the source of life	10
Other values (475)	897

Common Values
Overview

Value	Count	Frequency (%)
Glory be to God the Father	23	0.2%
Christ to minister is service	17	0.2%
Lord, thank You for a new day	14	0.1%
River of living water	13	0.1%
O God, Thou art the source of life	10	0.1%
Once it was the blessing	10	0.1%
Pursue Him and know Him	10	0.1%
All my life long I had panted	10	0.1%
Faith is for appreciating, substantiating	9	0.1%
To Jerusalem we've come	9	0.1%
In the bosom of the Father	8	0.1%
Dearest Lord, You've called us here	8	0.1%
What caused Mary to give her all?	8	0.1%
It passeth knowledge, that dear love of Thine	8	0.1%
Hidden behind every scene	7	0.1%
Sweet feast of love divine!	7	0.1%
Serve and work within the Body	7	0.1%
Myst'ry hid from ages now revealed to me	7	0.1%
Jesus Lord, truly I love Thee	7	0.1%
I cannot breathe enough of Thee	7	0.1%
We're gathered here, O Lord, as Thy one Body:	6	0.1%
For the bread and for the wine	6	0.1%
To God be the glory, great things He hath done	6	0.1%
Fill all my vision, Savior, I pray	6	0.1%
Lo! in heaven Jesus sitting	6	0.1%
Other values (455)	745	6.8%
(Missing)	9965	91.1%

Frequencies of value counts

Unique

Unique	282 ?
Unique (%)	29.0%

Histogram of lengths of the category

Length

Max length	95
Median length	3
Mean length	5.600786178
Min length	3

Overview of Unicode Properties

Unique unicode characters	63
Unique unicode categories	7 ?
Unique unicode scripts	2 ?
Unique unicode blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	21217	34.6%
a	11545	18.8%
	5382	8.8%
e	3128	5.1%
o	2230	3.6%
t	1773	2.9%
r	1697	2.8%
h	1514	2.5%
s	1503	2.5%
i	1432	2.3%
d	1024	1.7%
l	922	1.5%
u	765	1.2%
y	591	1.0%
,	576	0.9%
m	551	0.9%
w	512	0.8%
g	485	0.8%
v	460	0.8%
f	458	0.7%
c	308	0.5%
T	306	0.5%
b	275	0.4%
p	269	0.4%
L	243	0.4%
Other values (38)	2101	3.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	52829	86.2%
Space Separator	5382	8.8%
Uppercase Letter	2130	3.5%
Other Punctuation	897	1.5%
Dash Punctuation	19	< 0.1%
Final Punctuation	7	< 0.1%
Decimal Number	3	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	21217	40.2%
a	11545	21.9%
e	3128	5.9%
o	2230	4.2%
t	1773	3.4%
r	1697	3.2%
h	1514	2.9%
s	1503	2.8%
i	1432	2.7%
d	1024	1.9%
l	922	1.7%
u	765	1.4%
y	591	1.1%
m	551	1.0%
w	512	1.0%
g	485	0.9%
v	460	0.9%
f	458	0.9%
c	308	0.6%
b	275	0.5%
p	269	0.5%
k	133	0.3%
j	24	< 0.1%
x	5	< 0.1%
z	5	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	306	14.4%
L	243	11.4%
I	206	9.7%
G	188	8.8%
O	147	6.9%
H	140	6.6%
F	127	6.0%
J	127	6.0%
C	101	4.7%
S	100	4.7%
W	95	4.5%
Y	88	4.1%
M	47	2.2%
B	47	2.2%
A	38	1.8%
D	37	1.7%
R	29	1.4%
P	20	0.9%
N	20	0.9%
K	12	0.6%
E	7	0.3%
V	4	0.2%
U	1	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	5382	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	576	64.2%
'	142	15.8%
!	108	12.0%
?	23	2.6%
:	18	2.0%
.	17	1.9%
"	8	0.9%
;	5	0.6%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
—	17	89.5%
-	2	10.5%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	2	66.7%
9	1	33.3%

Most frequent Final Punctuation characters

Value	Count	Frequency (%)
’	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	54959	89.7%
Common	6308	10.3%

Most frequent Latin characters

Value	Count	Frequency (%)
n	21217	38.6%
a	11545	21.0%
e	3128	5.7%
o	2230	4.1%
t	1773	3.2%
r	1697	3.1%
h	1514	2.8%
s	1503	2.7%
i	1432	2.6%
d	1024	1.9%
l	922	1.7%
u	765	1.4%
y	591	1.1%
m	551	1.0%
w	512	0.9%
g	485	0.9%
v	460	0.8%
f	458	0.8%
c	308	0.6%
T	306	0.6%
b	275	0.5%
p	269	0.5%
L	243	0.4%
I	206	0.4%
G	188	0.3%
Other values (24)	1357	2.5%

Most frequent Common characters

Value	Count	Frequency (%)
	5382	85.3%
,	576	9.1%
'	142	2.3%
!	108	1.7%
?	23	0.4%
:	18	0.3%
.	17	0.3%
—	17	0.3%
"	8	0.1%
’	7	0.1%
;	5	0.1%
1	2	< 0.1%
-	2	< 0.1%
9	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61243	> 99.9%
Punctuation	24	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	21217	34.6%
a	11545	18.9%
	5382	8.8%
e	3128	5.1%
o	2230	3.6%
t	1773	2.9%
r	1697	2.8%
h	1514	2.5%
s	1503	2.5%
i	1432	2.3%
d	1024	1.7%
l	922	1.5%
u	765	1.2%
y	591	1.0%
,	576	0.9%
m	551	0.9%
w	512	0.8%
g	485	0.8%
v	460	0.8%
f	458	0.7%
c	308	0.5%
T	306	0.5%
b	275	0.4%
p	269	0.4%
L	243	0.4%
Other values (36)	2077	3.4%

Most frequent Punctuation characters

Value	Count	Frequency (%)
—	17	70.8%
’	7	29.2%

item_number
Real number (ℝ)

MISSING

Distinct	472
Distinct (%)	48.5%
Missing	9965
Missing (%)	91.1%
Infinite	0
Infinite (%)	0.0%

Mean	963.4794661
Minimum	-1
Maximum	8773
Zeros	0
Zeros (%)	0.0%
Memory size	85.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	14.95
Q1	224
median	821
Q3	1503.75
95-th percentile	2160.7
Maximum	8773
Range	8774
Interquartile range (IQR)	1279.75

Descriptive statistics

Standard deviation	972.2793982
Coefficient of variation (CV)	1.009133492
Kurtosis	23.13248928
Mean	963.4794661
Median Absolute Deviation (MAD)	632.5
Skewness	3.450035961
Sum	938429
Variance	945327.2283
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	23	0.2%
912	17	0.2%
2128	15	0.1%
984	13	0.1%
325	10	0.1%
12	10	0.1%
513	10	0.1%
1918	10	0.1%
1251	9	0.1%
1740	8	0.1%
1459	8	0.1%
203	8	0.1%
154	8	0.1%
913	7	0.1%
228	7	0.1%
1573	7	0.1%
948	7	0.1%
1882	7	0.1%
172	7	0.1%
39	6	0.1%
2433	6	0.1%
431	6	0.1%
223	6	0.1%
226	6	0.1%
1048	6	0.1%
Other values (447)	747	6.8%
(Missing)	9965	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	2	< 0.1%
1	23	0.2%
2	3	< 0.1%
3	3	< 0.1%
5	1	< 0.1%
7	4	< 0.1%
10	1	< 0.1%
12	10	0.1%
13	2	< 0.1%
16	2	< 0.1%

Value	Count	Frequency (%)
8773	1	< 0.1%
8570	1	< 0.1%
8409	1	< 0.1%
8245	1	< 0.1%
8189	1	< 0.1%
8128	1	< 0.1%
8127	1	< 0.1%
6848	1	< 0.1%
2449	1	< 0.1%
2447	2	< 0.1%

item_id
Categorical

HIGH CARDINALITY
MISSING

Distinct	494
Distinct (%)	50.7%
Missing	9965
Missing (%)	91.1%
Memory size	45.3 KiB

-Kz10RN3pzqTPrY8Knk1	23
-Kz13CMkpzqTPrY8Knk1	17
-LbluzPaAs1Wu5WhoO-g	15
-Kz13P3opzqTPrY8Knk1	13
-L31eQKmUrAqj7a_EFX9	10
Other values (489)	896

Common Values
Overview

Value	Count	Frequency (%)
-Kz10RN3pzqTPrY8Knk1	23	0.2%
-Kz13CMkpzqTPrY8Knk1	17	0.2%
-LbluzPaAs1Wu5WhoO-g	15	0.1%
-Kz13P3opzqTPrY8Knk1	13	0.1%
-L31eQKmUrAqj7a_EFX9	10	0.1%
-Kz147U1pzqTPrY8Knk1	9	0.1%
-Kz112hspzqTPrY8Knk1	8	0.1%
-Kz1-1nupzqTPrY8Knk1	8	0.1%
-Kz1-uYXpzqTPrY8Knk1	8	0.1%
-Kz122VxpzqTPrY8Knk1	7	0.1%
-Kz117W2pzqTPrY8Knk1	7	0.1%
-Kz13In2pzqTPrY8Knk1	7	0.1%
-Kz10LYEpzqTPrY8Knk1	7	0.1%
-Kz1-PQppzqTPrY8Knk1	7	0.1%
-Kz13CVVpzqTPrY8Knk1	7	0.1%
-Kz13jhMpzqTPrY8Knk1	6	0.1%
-Kz1178bpzqTPrY8Knk1	6	0.1%
-MDJ2uH_FcsJoz2tV1ks	6	0.1%
-Kz11eQipzqTPrY8Knk1	6	0.1%
-Kz10YtfpzqTPrY8Knk1	6	0.1%
-L31fDdNcQSvxxFIj6-z	6	0.1%
-Kz10pk6pzqTPrY8Knk1	6	0.1%
-L30u9gCZ5uw7pm1C4sR	6	0.1%
-Kz11VtWpzqTPrY8Knk1	5	< 0.1%
-Kz10TMTpzqTPrY8Knk1	5	< 0.1%
Other values (469)	763	7.0%
(Missing)	9965	91.1%

Frequencies of value counts

Unique

Unique	295 ?
Unique (%)	30.3%

Histogram of lengths of the category

Length

Max length	20
Median length	3
Mean length	4.513666697
Min length	3

Overview of Unicode Properties

Unique unicode characters	64
Unique unicode categories	5 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20839	42.2%
a	10030	20.3%
1	1844	3.7%
z	1653	3.3%
K	1605	3.3%
-	1173	2.4%
P	936	1.9%
Y	904	1.8%
r	883	1.8%
q	866	1.8%
k	866	1.8%
T	853	1.7%
8	847	1.7%
p	823	1.7%
0	325	0.7%
3	268	0.5%
L	233	0.5%
2	201	0.4%
u	187	0.4%
l	157	0.3%
W	156	0.3%
C	148	0.3%
5	136	0.3%
s	136	0.3%
A	123	0.2%
Other values (39)	3183	6.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	37719	76.4%
Uppercase Letter	6388	12.9%
Decimal Number	3983	8.1%
Dash Punctuation	1173	2.4%
Connector Punctuation	112	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20839	55.2%
a	10030	26.6%
z	1653	4.4%
r	883	2.3%
q	866	2.3%
k	866	2.3%
p	823	2.2%
u	187	0.5%
l	157	0.4%
s	136	0.4%
v	104	0.3%
o	98	0.3%
j	97	0.3%
i	96	0.3%
e	93	0.2%
f	86	0.2%
w	83	0.2%
c	80	0.2%
g	80	0.2%
t	79	0.2%
h	78	0.2%
b	73	0.2%
x	72	0.2%
m	60	0.2%
y	59	0.2%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	1173	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
K	1605	25.1%
P	936	14.7%
Y	904	14.2%
T	853	13.4%
L	233	3.6%
W	156	2.4%
C	148	2.3%
A	123	1.9%
N	113	1.8%
R	109	1.7%
I	101	1.6%
V	100	1.6%
B	97	1.5%
F	96	1.5%
M	88	1.4%
Q	82	1.3%
O	80	1.3%
U	78	1.2%
S	77	1.2%
H	74	1.2%
J	73	1.1%
X	68	1.1%
Z	56	0.9%
G	53	0.8%
D	43	0.7%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1844	46.3%
8	847	21.3%
0	325	8.2%
3	268	6.7%
2	201	5.0%
5	136	3.4%
4	119	3.0%
7	86	2.2%
6	82	2.1%
9	75	1.9%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	112	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	44107	89.3%
Common	5268	10.7%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20839	47.2%
a	10030	22.7%
z	1653	3.7%
K	1605	3.6%
P	936	2.1%
Y	904	2.0%
r	883	2.0%
q	866	2.0%
k	866	2.0%
T	853	1.9%
p	823	1.9%
L	233	0.5%
u	187	0.4%
l	157	0.4%
W	156	0.4%
C	148	0.3%
s	136	0.3%
A	123	0.3%
N	113	0.3%
R	109	0.2%
v	104	0.2%
I	101	0.2%
V	100	0.2%
o	98	0.2%
B	97	0.2%
Other values (27)	1987	4.5%

Most frequent Common characters

Value	Count	Frequency (%)
1	1844	35.0%
-	1173	22.3%
8	847	16.1%
0	325	6.2%
3	268	5.1%
2	201	3.8%
5	136	2.6%
4	119	2.3%
_	112	2.1%
7	86	1.6%
6	82	1.6%
9	75	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49375	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20839	42.2%
a	10030	20.3%
1	1844	3.7%
z	1653	3.3%
K	1605	3.3%
-	1173	2.4%
P	936	1.9%
Y	904	1.8%
r	883	1.8%
q	866	1.8%
k	866	1.8%
T	853	1.7%
8	847	1.7%
p	823	1.7%
0	325	0.7%
3	268	0.5%
L	233	0.5%
2	201	0.4%
u	187	0.4%
l	157	0.3%
W	156	0.3%
C	148	0.3%
5	136	0.3%
s	136	0.3%
A	123	0.2%
Other values (39)	3183	6.4%

debug_event
Boolean

MISSING

Distinct	1
Distinct (%)	0.4%
Missing	10697
Missing (%)	97.8%
Memory size	85.6 KiB

1	242
(Missing)	10697

Common Values
Chart

Value	Count	Frequency (%)
1	242	2.2%
(Missing)	10697	97.8%

previous_os_version
Categorical

MISSING

Distinct	14
Distinct (%)	24.6%
Missing	10882
Missing (%)	99.5%
Memory size	11.5 KiB

13.7	21
14.0.1	11
13.6.1	6
14.1	3
14.0	3
Other values (9)	13

Common Values
Overview

Value	Count	Frequency (%)
13.7	21	0.2%
14.0.1	11	0.1%
13.6.1	6	0.1%
14.1	3	< 0.1%
14.0	3	< 0.1%
13.6	2	< 0.1%
13.3.1	2	< 0.1%
13.3	2	< 0.1%
10	2	< 0.1%
9	1	< 0.1%
8.0.0	1	< 0.1%
13.5.1	1	< 0.1%
12.4.8	1	< 0.1%
11.1.2	1	< 0.1%
(Missing)	10882	99.5%

Frequencies of value counts

Unique

Unique	5 ?
Unique (%)	8.8%

Histogram of lengths of the category

Length

Max length	6
Median length	3
Mean length	3.008684523
Min length	1

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	21764	66.1%
a	10882	33.1%
1	80	0.2%
.	77	0.2%
3	38	0.1%
7	21	0.1%
0	18	0.1%
4	18	0.1%
6	8	< 0.1%
8	2	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32646	99.2%
Decimal Number	189	0.6%
Other Punctuation	77	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	21764	66.7%
a	10882	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	80	42.3%
3	38	20.1%
7	21	11.1%
0	18	9.5%
4	18	9.5%
6	8	4.2%
8	2	1.1%
2	2	1.1%
9	1	0.5%
5	1	0.5%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	77	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32646	99.2%
Common	266	0.8%

Most frequent Latin characters

Value	Count	Frequency (%)
n	21764	66.7%
a	10882	33.3%

Most frequent Common characters

Value	Count	Frequency (%)
1	80	30.1%
.	77	28.9%
3	38	14.3%
7	21	7.9%
0	18	6.8%
4	18	6.8%
6	8	3.0%
8	2	0.8%
2	2	0.8%
9	1	0.4%
5	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32912	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	21764	66.1%
a	10882	33.1%
1	80	0.2%
.	77	0.2%
3	38	0.1%
7	21	0.1%
0	18	0.1%
4	18	0.1%
6	8	< 0.1%
8	2	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
5	1	< 0.1%

search_term
Categorical

HIGH CARDINALITY
MISSING

Distinct	543
Distinct (%)	67.7%
Missing	10137
Missing (%)	92.7%
Memory size	45.7 KiB

912	14
984	11
381	9
1251	9
203	7
Other values (538)	752

Common Values
Overview

Value	Count	Frequency (%)
912	14	0.1%
984	11	0.1%
381	9	0.1%
1251	9	0.1%
203	7	0.1%
82	6	0.1%
325	6	0.1%
39	6	0.1%
228	6	0.1%
547	5	< 0.1%
818	5	< 0.1%
12	5	< 0.1%
dearest lord	5	< 0.1%
215	5	< 0.1%
shepherding in love	5	< 0.1%
226	5	< 0.1%
913	4	< 0.1%
224	4	< 0.1%
84	4	< 0.1%
223	4	< 0.1%
488	4	< 0.1%
48	4	< 0.1%
jesus lord	4	< 0.1%
pursue him	4	< 0.1%
once it	4	< 0.1%
Other values (518)	657	6.0%
(Missing)	10137	92.7%

Frequencies of value counts

Unique

Unique	407 ?
Unique (%)	50.7%

Histogram of lengths of the category

Length

Max length	41
Median length	3
Mean length	3.463387878
Min length	1

Overview of Unicode Properties

Unique unicode characters	41
Unique unicode categories	6 ?
Unique unicode scripts	2 ?
Unique unicode blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20537	54.2%
a	10447	27.6%
	1086	2.9%
e	677	1.8%
o	513	1.4%
r	408	1.1%
t	390	1.0%
h	381	1.0%
i	372	1.0%
s	332	0.9%
l	278	0.7%
u	214	0.6%
d	205	0.5%
1	183	0.5%
2	175	0.5%
y	161	0.4%
m	141	0.4%
w	128	0.3%
c	121	0.3%
v	118	0.3%
f	108	0.3%
g	107	0.3%
8	90	0.2%
3	86	0.2%
4	83	0.2%
Other values (16)	545	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	35868	94.7%
Space Separator	1086	2.9%
Decimal Number	899	2.4%
Other Punctuation	15	< 0.1%
Final Punctuation	14	< 0.1%
Dash Punctuation	4	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20537	57.3%
a	10447	29.1%
e	677	1.9%
o	513	1.4%
r	408	1.1%
t	390	1.1%
h	381	1.1%
i	372	1.0%
s	332	0.9%
l	278	0.8%
u	214	0.6%
d	205	0.6%
y	161	0.4%
m	141	0.4%
w	128	0.4%
c	121	0.3%
v	118	0.3%
f	108	0.3%
g	107	0.3%
p	70	0.2%
b	66	0.2%
j	47	0.1%
k	44	0.1%
q	2	< 0.1%
z	1	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	183	20.4%
2	175	19.5%
8	90	10.0%
3	86	9.6%
4	83	9.2%
9	79	8.8%
5	77	8.6%
0	51	5.7%
7	43	4.8%
6	32	3.6%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1086	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	11	73.3%
'	2	13.3%
!	2	13.3%

Most frequent Final Punctuation characters

Value	Count	Frequency (%)
’	14	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	35868	94.7%
Common	2018	5.3%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20537	57.3%
a	10447	29.1%
e	677	1.9%
o	513	1.4%
r	408	1.1%
t	390	1.1%
h	381	1.1%
i	372	1.0%
s	332	0.9%
l	278	0.8%
u	214	0.6%
d	205	0.6%
y	161	0.4%
m	141	0.4%
w	128	0.4%
c	121	0.3%
v	118	0.3%
f	108	0.3%
g	107	0.3%
p	70	0.2%
b	66	0.2%
j	47	0.1%
k	44	0.1%
q	2	< 0.1%
z	1	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	1086	53.8%
1	183	9.1%
2	175	8.7%
8	90	4.5%
3	86	4.3%
4	83	4.1%
9	79	3.9%
5	77	3.8%
0	51	2.5%
7	43	2.1%
6	32	1.6%
’	14	0.7%
,	11	0.5%
-	4	0.2%
'	2	0.1%
!	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37872	> 99.9%
Punctuation	14	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20537	54.2%
a	10447	27.6%
	1086	2.9%
e	677	1.8%
o	513	1.4%
r	408	1.1%
t	390	1.0%
h	381	1.0%
i	372	1.0%
s	332	0.9%
l	278	0.7%
u	214	0.6%
d	205	0.5%
1	183	0.5%
2	175	0.5%
y	161	0.4%
m	141	0.4%
w	128	0.3%
c	121	0.3%
v	118	0.3%
f	108	0.3%
g	107	0.3%
8	90	0.2%
3	86	0.2%
4	83	0.2%
Other values (15)	531	1.4%

Most frequent Punctuation characters

Value	Count	Frequency (%)
’	14	100.0%

search_book
Categorical

MISSING

Distinct	5
Distinct (%)	0.6%
Missing	10137
Missing (%)	92.7%
Memory size	11.0 KiB

All	764
Hymnal	22
New Songs	9
History	4
Updates	3

Value	Count	Frequency (%)
All	764	7.0%
Hymnal	22	0.2%
New Songs	9	0.1%
History	4	< 0.1%
Updates	3	< 0.1%
(Missing)	10137	92.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	3
Mean length	3.013529573
Min length	3

Overview of Unicode Properties

Unique unicode characters	21
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20305	61.6%
a	10162	30.8%
l	1550	4.7%
A	764	2.3%
H	26	0.1%
y	26	0.1%
m	22	0.1%
s	16	< 0.1%
o	13	< 0.1%
e	12	< 0.1%
N	9	< 0.1%
w	9	< 0.1%
	9	< 0.1%
S	9	< 0.1%
g	9	< 0.1%
t	7	< 0.1%
i	4	< 0.1%
r	4	< 0.1%
U	3	< 0.1%
p	3	< 0.1%
d	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32145	97.5%
Uppercase Letter	811	2.5%
Space Separator	9	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20305	63.2%
a	10162	31.6%
l	1550	4.8%
y	26	0.1%
m	22	0.1%
s	16	< 0.1%
o	13	< 0.1%
e	12	< 0.1%
w	9	< 0.1%
g	9	< 0.1%
t	7	< 0.1%
i	4	< 0.1%
r	4	< 0.1%
p	3	< 0.1%
d	3	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	764	94.2%
H	26	3.2%
N	9	1.1%
S	9	1.1%
U	3	0.4%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32956	> 99.9%
Common	9	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20305	61.6%
a	10162	30.8%
l	1550	4.7%
A	764	2.3%
H	26	0.1%
y	26	0.1%
m	22	0.1%
s	16	< 0.1%
o	13	< 0.1%
e	12	< 0.1%
N	9	< 0.1%
w	9	< 0.1%
S	9	< 0.1%
g	9	< 0.1%
t	7	< 0.1%
i	4	< 0.1%
r	4	< 0.1%
U	3	< 0.1%
p	3	< 0.1%
d	3	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	9	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32965	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20305	61.6%
a	10162	30.8%
l	1550	4.7%
A	764	2.3%
H	26	0.1%
y	26	0.1%
m	22	0.1%
s	16	< 0.1%
o	13	< 0.1%
e	12	< 0.1%
N	9	< 0.1%
w	9	< 0.1%
	9	< 0.1%
S	9	< 0.1%
g	9	< 0.1%
t	7	< 0.1%
i	4	< 0.1%
r	4	< 0.1%
U	3	< 0.1%
p	3	< 0.1%
d	3	< 0.1%

search_type
Categorical

MISSING

Distinct	2
Distinct (%)	0.2%
Missing	10137
Missing (%)	92.7%
Memory size	10.9 KiB

alphabetical	520
numerical	282

Value	Count	Frequency (%)
alphabetical	520	4.8%
numerical	282	2.6%
(Missing)	10137	92.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	3
Mean length	3.582502971
Min length	3

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	20556	52.5%
a	11979	30.6%
l	1322	3.4%
e	802	2.0%
i	802	2.0%
c	802	2.0%
p	520	1.3%
h	520	1.3%
b	520	1.3%
t	520	1.3%
u	282	0.7%
m	282	0.7%
r	282	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	39189	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20556	52.5%
a	11979	30.6%
l	1322	3.4%
e	802	2.0%
i	802	2.0%
c	802	2.0%
p	520	1.3%
h	520	1.3%
b	520	1.3%
t	520	1.3%
u	282	0.7%
m	282	0.7%
r	282	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39189	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20556	52.5%
a	11979	30.6%
l	1322	3.4%
e	802	2.0%
i	802	2.0%
c	802	2.0%
p	520	1.3%
h	520	1.3%
b	520	1.3%
t	520	1.3%
u	282	0.7%
m	282	0.7%
r	282	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	39189	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	20556	52.5%
a	11979	30.6%
l	1322	3.4%
e	802	2.0%
i	802	2.0%
c	802	2.0%
p	520	1.3%
h	520	1.3%
b	520	1.3%
t	520	1.3%
u	282	0.7%
m	282	0.7%
r	282	0.7%

search_subcategory
Categorical

MISSING

Distinct	1
Distinct (%)	1.7%
Missing	10880
Missing (%)	99.5%
Memory size	10.9 KiB

All	59

Value	Count	Frequency (%)
All	59	0.5%
(Missing)	10880	99.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	21760	66.3%
a	10880	33.2%
l	118	0.4%
A	59	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32758	99.8%
Uppercase Letter	59	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	21760	66.4%
a	10880	33.2%
l	118	0.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	59	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32817	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
n	21760	66.3%
a	10880	33.2%
l	118	0.4%
A	59	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32817	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	21760	66.3%
a	10880	33.2%
l	118	0.4%
A	59	0.2%

search_category
Categorical

MISSING

Distinct	2
Distinct (%)	3.4%
Missing	10880
Missing (%)	99.5%
Memory size	10.9 KiB

All	58
Encouragement	1

Value	Count	Frequency (%)
All	58	0.5%
Encouragement	1	< 0.1%
(Missing)	10880	99.5%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.7%

Histogram of lengths of the category

Length

Max length	13
Median length	3
Mean length	3.00091416
Min length	3

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	21762	66.3%
a	10881	33.1%
l	116	0.4%
A	58	0.2%
e	2	< 0.1%
E	1	< 0.1%
c	1	< 0.1%
o	1	< 0.1%
u	1	< 0.1%
r	1	< 0.1%
g	1	< 0.1%
m	1	< 0.1%
t	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32768	99.8%
Uppercase Letter	59	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	21762	66.4%
a	10881	33.2%
l	116	0.4%
e	2	< 0.1%
c	1	< 0.1%
o	1	< 0.1%
u	1	< 0.1%
r	1	< 0.1%
g	1	< 0.1%
m	1	< 0.1%
t	1	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	58	98.3%
E	1	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32827	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
n	21762	66.3%
a	10881	33.1%
l	116	0.4%
A	58	0.2%
e	2	< 0.1%
E	1	< 0.1%
c	1	< 0.1%
o	1	< 0.1%
u	1	< 0.1%
r	1	< 0.1%
g	1	< 0.1%
m	1	< 0.1%
t	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32827	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	21762	66.3%
a	10881	33.1%
l	116	0.4%
A	58	0.2%
e	2	< 0.1%
E	1	< 0.1%
c	1	< 0.1%
o	1	< 0.1%
u	1	< 0.1%
r	1	< 0.1%
g	1	< 0.1%
m	1	< 0.1%
t	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

First rows

	event_date	event_timestamp	event_name	event_previous_timestamp	event_bundle_sequence_id	event_server_timestamp_offset	user_pseudo_id	user_first_touch_timestamp	stream_id	platform	device.category	device.mobile_brand_name	device.mobile_model_name	device.mobile_os_hardware_model	device.operating_system	device.operating_system_version	device.language	device.is_limited_ad_tracking	device.time_zone_offset_seconds	geo.continent	geo.country	geo.region	geo.city	geo.sub_continent	app_info.version	app_info.install_source	traffic_source.medium	traffic_source.source	device.vendor_id	index1	first_open_time.value	first_open_time.timestamp	ga_session_number.value	ga_session_number.timestamp	ga_session_id.value	ga_session_id.timestamp	firebase_event_origin_x	firebase_event_origin_y	ga_session_id	engaged_session_event	session_engaged	ga_session_number	firebase_screen_id	firebase_screen_class	engagement_time_msec	entrances	freeride	firebase_previous_id	firebase_previous_class	item_subcategory	recommended	item_category	item_name	item_number	item_id	debug_event	previous_os_version	search_term	search_book	search_type	search_subcategory	search_category
0	1970-01-01 00:00:20.201107	2020-11-08 02:15:18.108000	session_start	2020-11-07 21:47:54.744000	13	754702	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	0	1562979600000	2019-07-13 00:27:23.627	8.0	2020-11-08 02:15:18.108	1.604802e+09	2020-11-08 02:15:18.108	auto	auto	1.604802e+09	1.0	1.0	8.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	1970-01-01 00:00:20.201107	2020-11-07 21:47:54.744000	session_start	2020-11-06 16:37:17.311000	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	1	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	1.0	7.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	1970-01-01 00:00:20.201107	2020-11-07 21:47:56.284001	screen_view	2020-11-06 16:38:57.941001	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	2	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	MainActivity	28592.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	1970-01-01 00:00:20.201107	2020-11-07 21:48:45.805005	user_engagement	2020-11-07 21:48:24.899005	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	3	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	ViewerActivity	20888.0	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	1970-01-01 00:00:20.201107	2020-11-07 21:48:45.964006	screen_view	2020-11-07 21:48:24.920006	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	4	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	ViewerActivity	2468.0	NaN	NaN	5.886279e+18	ViewerActivity	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	1970-01-01 00:00:20.201107	2020-11-07 21:48:48.433007	user_engagement	2020-11-07 21:48:45.805007	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	5	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	ViewerActivity	2468.0	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	1970-01-01 00:00:20.201107	2020-11-07 21:48:48.544008	screen_view	2020-11-07 21:48:45.964008	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	6	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	ViewerActivity	1713.0	NaN	NaN	5.886279e+18	ViewerActivity	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	1970-01-01 00:00:20.201107	2020-11-07 21:48:50.256009	user_engagement	2020-11-07 21:48:48.433009	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	7	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	ViewerActivity	1713.0	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	1970-01-01 00:00:20.201107	2020-11-07 21:48:50.314010	screen_view	2020-11-07 21:48:48.544010	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	8	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	MainActivity	NaN	NaN	NaN	5.886279e+18	ViewerActivity	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	1970-01-01 00:00:20.201107	2020-11-07 21:48:52.104011	user_engagement	2020-11-07 21:48:50.256011	12	718754	cb052c8ce7b261aecf783ce043089fb3	2019-07-13 00:27:23.627	1440534155	ANDROID	mobile	Google	Pixel	Pixel	ANDROID	10	en-us	No	-21600	Americas	United States	Texas	Austin	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	9	1562979600000	2019-07-13 00:27:23.627	7.0	2020-11-07 21:47:54.744	1.604786e+09	2020-11-07 21:47:54.744	auto	auto	1.604786e+09	1.0	NaN	7.0	5.886279e+18	MainActivity	1835.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	event_date	event_timestamp	event_name	event_previous_timestamp	event_bundle_sequence_id	event_server_timestamp_offset	user_pseudo_id	user_first_touch_timestamp	stream_id	platform	device.category	device.mobile_brand_name	device.mobile_model_name	device.mobile_os_hardware_model	device.operating_system	device.operating_system_version	device.language	device.is_limited_ad_tracking	device.time_zone_offset_seconds	geo.continent	geo.country	geo.region	geo.city	geo.sub_continent	app_info.version	app_info.install_source	traffic_source.medium	traffic_source.source	device.vendor_id	index1	first_open_time.value	first_open_time.timestamp	ga_session_number.value	ga_session_number.timestamp	ga_session_id.value	ga_session_id.timestamp	firebase_event_origin_x	firebase_event_origin_y	ga_session_id	engaged_session_event	session_engaged	ga_session_number	firebase_screen_id	firebase_screen_class	engagement_time_msec	entrances	freeride	firebase_previous_id	firebase_previous_class	item_subcategory	recommended	item_category	item_name	item_number	item_id	debug_event	previous_os_version	search_term	search_book	search_type	search_subcategory	search_category
10929	1970-01-01 00:00:20.201107	2020-11-07 15:54:32.262000	session_start	2020-11-07 03:34:45.767000	171	609	9aa5a4efd33d39f0f197780f39e4c165	2020-03-15 04:53:59.606	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-28800	Americas	Canada	British Columbia	Burnaby	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10929	1584248400000	2020-03-15 04:53:59.606	121.0	2020-11-07 15:54:32.262	1.604764e+09	2020-11-07 15:54:32.262	auto	auto	1.604764e+09	1.0	1.0	121.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10930	1970-01-01 00:00:20.201107	2020-11-07 15:54:32.863001	screen_view	2020-11-07 03:34:50.429001	171	609	9aa5a4efd33d39f0f197780f39e4c165	2020-03-15 04:53:59.606	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-28800	Americas	Canada	British Columbia	Burnaby	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10930	1584248400000	2020-03-15 04:53:59.606	121.0	2020-11-07 15:54:32.262	1.604764e+09	2020-11-07 15:54:32.262	auto	auto	1.604764e+09	1.0	NaN	121.0	-6.969667e+18	MainActivity	3974.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10931	1970-01-01 00:00:20.201107	2020-11-07 15:54:36.856003	user_engagement	2020-11-07 03:38:23.772003	171	609	9aa5a4efd33d39f0f197780f39e4c165	2020-03-15 04:53:59.606	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-28800	Americas	Canada	British Columbia	Burnaby	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10931	1584248400000	2020-03-15 04:53:59.606	121.0	2020-11-07 15:54:32.262	1.604764e+09	2020-11-07 15:54:32.262	auto	auto	1.604764e+09	1.0	NaN	121.0	-6.969667e+18	MainActivity	3974.0	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10932	1970-01-01 00:00:20.201107	2020-11-07 15:54:36.886004	screen_view	2020-11-07 15:54:32.863004	171	609	9aa5a4efd33d39f0f197780f39e4c165	2020-03-15 04:53:59.606	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-28800	Americas	Canada	British Columbia	Burnaby	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10932	1584248400000	2020-03-15 04:53:59.606	121.0	2020-11-07 15:54:32.262	1.604764e+09	2020-11-07 15:54:32.262	auto	auto	1.604764e+09	1.0	NaN	121.0	-6.969667e+18	ViewerActivity	NaN	NaN	NaN	-6.969667e+18	MainActivity	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10933	1970-01-01 00:00:20.201107	2020-11-07 16:54:35.301000	session_start	2020-11-07 15:54:32.262000	172	738	9aa5a4efd33d39f0f197780f39e4c165	2020-03-15 04:53:59.606	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-28800	Americas	Canada	British Columbia	Burnaby	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10933	1584248400000	2020-03-15 04:53:59.606	122.0	2020-11-07 16:54:35.301	1.604768e+09	2020-11-07 16:54:35.301	auto	auto	1.604768e+09	NaN	NaN	122.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10934	1970-01-01 00:00:20.201107	2020-11-07 21:10:30.866000	session_start	2020-11-06 11:03:48.569000	554	768	c52bdfca6431fe0d29deb11bce80d94a	2020-01-06 21:57:59.890	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-18000	Americas	Canada	Ontario	Toronto	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10934	1578348000000	2020-01-06 21:57:59.890	359.0	2020-11-07 21:10:30.866	1.604783e+09	2020-11-07 21:10:30.866	auto	auto	1.604783e+09	1.0	1.0	359.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10935	1970-01-01 00:00:20.201107	2020-11-07 21:17:57.078004	user_engagement	2020-11-07 21:16:01.687004	554	768	c52bdfca6431fe0d29deb11bce80d94a	2020-01-06 21:57:59.890	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-18000	Americas	Canada	Ontario	Toronto	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10935	1578348000000	2020-01-06 21:57:59.890	359.0	2020-11-07 21:10:30.866	1.604783e+09	2020-11-07 21:10:30.866	auto	auto	1.604783e+09	1.0	NaN	359.0	-5.613478e+18	MainActivity	7592.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10936	1970-01-01 00:00:20.201107	2020-11-07 21:10:31.489001	screen_view	2020-11-06 11:03:53.104001	554	768	c52bdfca6431fe0d29deb11bce80d94a	2020-01-06 21:57:59.890	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-18000	Americas	Canada	Ontario	Toronto	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10936	1578348000000	2020-01-06 21:57:59.890	359.0	2020-11-07 21:10:30.866	1.604783e+09	2020-11-07 21:10:30.866	auto	auto	1.604783e+09	1.0	NaN	359.0	-5.613478e+18	MainActivity	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10937	1970-01-01 00:00:20.201107	2020-11-07 21:16:01.687002	user_engagement	2020-11-06 11:11:36.149002	554	768	c52bdfca6431fe0d29deb11bce80d94a	2020-01-06 21:57:59.890	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-18000	Americas	Canada	Ontario	Toronto	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10937	1578348000000	2020-01-06 21:57:59.890	359.0	2020-11-07 21:10:30.866	1.604783e+09	2020-11-07 21:10:30.866	auto	auto	1.604783e+09	1.0	NaN	359.0	-5.613478e+18	MainActivity	330194.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
10938	1970-01-01 00:00:20.201107	2020-11-07 15:54:36.799002	view_item	2020-11-07 03:34:50.330002	171	609	9aa5a4efd33d39f0f197780f39e4c165	2020-03-15 04:53:59.606	1440534155	ANDROID	mobile	OnePlus	A6013	ONEPLUS A6013	ANDROID	10	en-us	No	-28800	Americas	Canada	British Columbia	Burnaby	Northern America	1.1.7	com.android.vending	organic	google-play	NaN	10938	1584248400000	2020-03-15 04:53:59.606	121.0	2020-11-07 15:54:32.262	1.604764e+09	2020-11-07 15:54:32.262	app	app	1.604764e+09	1.0	NaN	121.0	-6.969667e+18	MainActivity	NaN	NaN	NaN	NaN	NaN	Life in Eternity	0.0	Ultimate Manifestation	River of living water	984.0	-Kz13P3opzqTPrY8Knk1	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Connector Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most frequent Connector Punctuation characters

Most frequent Dash Punctuation characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks